{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "rock_paper_scissors.ipynb",
      "version": "0.3.2",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "it1c0jCiNCIM",
        "colab_type": "code",
        "outputId": "d8ee16bd-4529-4ac2-c5e2-7e2d035b6066",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        }
      },
      "source": [
        "!wget --no-check-certificate \\\n",
        "    https://storage.googleapis.com/laurencemoroney-blog.appspot.com/rps.zip \\\n",
        "    -O /tmp/rps.zip\n",
        "  \n",
        "!wget --no-check-certificate \\\n",
        "    https://storage.googleapis.com/laurencemoroney-blog.appspot.com/rps-test-set.zip \\\n",
        "    -O /tmp/rps-test-set.zip"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-06-15 15:36:40--  https://storage.googleapis.com/laurencemoroney-blog.appspot.com/rps.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 108.177.15.128, 2a00:1450:400c:c0a::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|108.177.15.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 200682221 (191M) [application/zip]\n",
            "Saving to: ‘/tmp/rps.zip’\n",
            "\n",
            "/tmp/rps.zip        100%[===================>] 191.38M  45.3MB/s    in 4.2s    \n",
            "\n",
            "2019-06-15 15:36:45 (45.3 MB/s) - ‘/tmp/rps.zip’ saved [200682221/200682221]\n",
            "\n",
            "--2019-06-15 15:36:47--  https://storage.googleapis.com/laurencemoroney-blog.appspot.com/rps-test-set.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 173.194.76.128, 2a00:1450:400c:c0c::80\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|173.194.76.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 29516758 (28M) [application/zip]\n",
            "Saving to: ‘/tmp/rps-test-set.zip’\n",
            "\n",
            "/tmp/rps-test-set.z 100%[===================>]  28.15M  55.6MB/s    in 0.5s    \n",
            "\n",
            "2019-06-15 15:36:48 (55.6 MB/s) - ‘/tmp/rps-test-set.zip’ saved [29516758/29516758]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PnYP_HhYNVUK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "import zipfile\n",
        "\n",
        "local_zip = '/tmp/rps.zip'\n",
        "zip_ref = zipfile.ZipFile(local_zip, 'r')\n",
        "zip_ref.extractall('/tmp/')\n",
        "zip_ref.close()\n",
        "\n",
        "local_zip = '/tmp/rps-test-set.zip'\n",
        "zip_ref = zipfile.ZipFile(local_zip, 'r')\n",
        "zip_ref.extractall('/tmp/')\n",
        "zip_ref.close()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MrxdR83ANgjS",
        "colab_type": "code",
        "outputId": "6f379ea3-209a-4461-fb41-935150faa427",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        }
      },
      "source": [
        "rock_dir = os.path.join('/tmp/rps/rock')\n",
        "paper_dir = os.path.join('/tmp/rps/paper')\n",
        "scissors_dir = os.path.join('/tmp/rps/scissors')\n",
        "\n",
        "print('total training rock images:', len(os.listdir(rock_dir)))\n",
        "print('total training paper images:', len(os.listdir(paper_dir)))\n",
        "print('total training scissors images:', len(os.listdir(scissors_dir)))\n",
        "\n",
        "rock_files = os.listdir(rock_dir)\n",
        "print(rock_files[:10])\n",
        "\n",
        "paper_files = os.listdir(paper_dir)\n",
        "print(paper_files[:10])\n",
        "\n",
        "scissors_files = os.listdir(scissors_dir)\n",
        "print(scissors_files[:10])"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total training rock images: 840\n",
            "total training paper images: 840\n",
            "total training scissors images: 840\n",
            "['rock02-064.png', 'rock07-k03-118.png', 'rock05ck01-087.png', 'rock06ck02-113.png', 'rock06ck02-068.png', 'rock06ck02-117.png', 'rock05ck01-105.png', 'rock04-011.png', 'rock04-111.png', 'rock02-036.png']\n",
            "['paper03-117.png', 'paper05-016.png', 'paper04-001.png', 'paper05-022.png', 'paper02-093.png', 'paper07-073.png', 'paper01-116.png', 'paper06-099.png', 'paper05-088.png', 'paper02-102.png']\n",
            "['scissors03-027.png', 'testscissors03-058.png', 'scissors04-012.png', 'testscissors02-113.png', 'scissors03-007.png', 'scissors02-096.png', 'scissors03-041.png', 'scissors01-106.png', 'scissors04-053.png', 'scissors03-049.png']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jp9dLel9N9DS",
        "colab_type": "code",
        "outputId": "fc14e24a-fcdd-4249-c13a-9dc29cfd051e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1529
        }
      },
      "source": [
        "%matplotlib inline\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.image as mpimg\n",
        "\n",
        "pic_index = 2\n",
        "\n",
        "next_rock = [os.path.join(rock_dir, fname) \n",
        "                for fname in rock_files[pic_index-2:pic_index]]\n",
        "next_paper = [os.path.join(paper_dir, fname) \n",
        "                for fname in paper_files[pic_index-2:pic_index]]\n",
        "next_scissors = [os.path.join(scissors_dir, fname) \n",
        "                for fname in scissors_files[pic_index-2:pic_index]]\n",
        "\n",
        "for i, img_path in enumerate(next_rock+next_paper+next_scissors):\n",
        "  #print(img_path)\n",
        "  img = mpimg.imread(img_path)\n",
        "  plt.imshow(img)\n",
        "  plt.axis('Off')\n",
        "  plt.show()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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di+vbeNvdO5zOG9SUynuCGM5B7TOVL0zHoWQD7VqkT7vX9M5XzhfVpHFQO0o5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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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4zdc9zTa6r04qZg5PaChz6nVFXNpONS0078j0GdWh5fDcar+4Pyx0vXFiZ54K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\nsgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TYH3jYbM/N3/3WR1Nz4covKax/oFzQ7b5oL6GXz+vp+9zE7om8NA6dfmLXZhK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\n/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yb2c+KaZtJP9pGWMCLj1mpx/zvW+5kZUmc0RzSkWOGUNHqb1jM040JWQVJJWlhWnUni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\n4RAWBw4c2IVDWBw4cGAXDmFx4MCBXfj/50LICC9OArsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5aiWptEQKgZaSWim0BCXDNoBaOHD9+lpdBQnWd92JtKu6ppnNEUDvHFJqmrqh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\nLC50oQs9E/2/yoDa2CT00fQAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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BddpXZRz42hNPopME6DktQY6LjG/RhK/rLNOclJTf/uw/+cf80//hxwnFkzeJvDokrVbk\n9Zo8ZsbNyLDeUIZEGgb+8DOfYrVanchHjoekGyuOQms5Vj4yL9l+TZ/tnZTSCUdxW/shAUCaKQ1Y\n9Pi/qTQLrV63pAlOawvW+xJFdRjyrrl1+Y3FuLskp5aau36l9iDrr+tptV1+bwGWzGdO02l5XXzh\nOfKYcSXjpn8BRy4O7zzDsIFxTQgZT8E5Dzguv36RcRy38rLUawuQJSPotstvLYC3JKWWyJvNhi//\n/mdxqeCKo+RCGQvDMEIBcoYCKUEpI2lc05G5ce3aCW3SmtWa0zrlM90nMsl7WkjosWpTn3L2SU/r\nNzpofd1memS+c3X5ZtOpAAuYX7yjGyoZyEJ4mdfc9+2ZBgxZrv5bd/audywg04wv72mik2XoPKw6\nWGXPOeVaGjYbXnnmGXxZs+igP3eOuLfPOo8MecUmHVD8EW5ZWC4cY4GSC+B54etfZ9hszPy1FNVt\nbH/rsWt1tvpM97MsR5Z7/dpVfv6nfpK02rDZrNk/e4G4PE+O+4S9h8ndWUrcJ42JtFlxdHhA2twk\nxsDhwc2tsueYS0/Vy7rIGQ35rjWuUrvQzzTISk2ilMJms9kCB9heM9JMFZnnvUinZuq0/Wom1iaH\nHAyJqvLduQHXBKudcLKDdYyFxRiSUedARl/LesxpCvpafjcHLhaoWZpMu16vV6w3a7r1irjouHz1\ngPV6A3lkHNcUCn0fCTGSMgTv8MCYPIc3bmyZflITk+Mg62G1SU+LzvWZpgerz8dx5ImvfIWv/uHn\nCV0gesdqc4TzHQXPOGwgdPjYU0qCYc1qdYOzSw/FjpjUfav7XD7XYyT/tmh4bmxbfjIP6XAF6Pt+\na8GYpP+2lR7USFxZ/t2mUwEW0g6Uf2sJBdudqlXRXQwpbep2X36vAciKrJNpTnuQZer6zqVdhKjz\ntYjYIm5ZtmXK3Lh6lXHYcOnKZS5fu0YpIxmPc4VF7EiumiN7ITDmQsFTMkSXGdMt4rXMR0ur2WVS\nWY7AuWlCq9xSCq9fusTvfuy3uXntGovg6V1mfe0Vun5B1y9ZHRV8XFL6PUo+wJfE/sLjvCOlal7d\niZBp181/IOsgv7dC5OfaL/PW7zcTpMVYNIDQ+cjyW9/p+t1tOhVgoSW4VmXnVGpLKs1pAnOdpSWW\nzlsTpVaL2/02mO3+nPnSnluSVNezPb+dj8YCDN1G+WwYBr76xT/mzP4epTjGnFiPhUX05JSJwRO9\nx4dAytXuX/YRfGK9SQzrI9qMiO5zS5tp/aOBeNesku5jq83tOqXEP/nv/wHXXnmZs4ueros4wHvI\nZUNXMsU5osuUzYplH8B7gsvkAl0MPPzWt5rjMEd/Mr6ipSbkpOa6K9Rdz3zofpQO/HZvLkBQR3ZK\nsG3AdrfpVPgs5iRxIyqJ0lpSaztROnfmytIMaQGUfl9+164lwlszMprwNPjJesjvZZ3a9VydrD60\n2ivz2axXvPbsNwBPaiosmWEYyaUwpsxmGMnF4UomeMeQRnIBnMPHjjSm43a2Olv1aU46qUrv0qB0\nH+tr3Z8AR4eHHLx+iS72t5jCOUqB4GDMsIye6DJddPgQcQ6Kr1pTSiMxxq38LS3Jiu60NDr9nRZk\n8h35nQTR9ncDWmvGrH0rAUUHiDWz5F5oFqcCLLTabKnuc6r8nazdsKSyROi5EFuZLE3A0h60qirv\n67Kt+sg2tGtZ/i6T53YaTavP4cEBN69fo1DIObHaDFAc3jlygeKg7yKddzjvcSFWezgngofFoidO\nYdJtGlnb1bIdu8BBmodzICjbrfslpcSTjz9OSqUCQHu3JGpjfHXMOk8IEYeDUghNEpeCC5Gu77fK\nayq/nhLe1RYptGT9W7LWc8zRrayLBg+LF7QZ3/KOMR77Lu42nQozRBOHFW4rtQxLdbOYyspLqmyW\nxJZ5WVGesg5zoKK1IwvAZLJMiLl8rWe6L+ZSq/elV17m8PLrrIdN1SzyiI+RIUPXRYr3ONekUdUu\nfPAMY6EA5x966HhNheVvsAhft9OSzHP1n+ufw8NDPvVvPsrv/OL/Rd8FnGuqdgUE5zwlZ5x3eDzj\nmOk7R6mPcSUzlsT7/uKHt2Yc5vwRmskt5rZ8FZagkWCnhZQE3waoOefjyFkJINZaEVl/rZncTToV\nmgXYjsXWWO01h+1BsAJbWrKApf0tbTqZNNHreloq9S51dE6dtu5phrLqJZ9pAJpzLkoAvH71Gquj\nFYVJgjrPmKHzjrHZx5RjyQSQCoTggcJibw8vVm3KvpR9a/kk9HShBHU9q6LbqQH3+Wef4XOf+Bhp\nfcSYEqW0KMeBnEZwEGOgi9WH0YUAOMgjriRKLoTY8fZ3f+ssne3q/znTSwusdk+PjQQXmb+e3Ws7\nXbU8x3E89ktoX1kDH32k4b3YsPdUaBawTfQyyq/da7+SwaVTRwJLe9cCDf1MShNZD52ktNRRfBZx\nyGc6H4tZdF/cjhjn1GIt+VrbZR9dev4blDRS0proqsRwrpAB13w+OFIBnxIOKCXjPZAcj77z3ccg\n0vpDm0gW82mNQ35r9Q1gaoGNYX72H/444+EB/WKPGCLgyCWTVgdQIJTEGHtC10MeCb7gCjgcKTlS\ncXz393wfH/5L379zHHT/67Fs/WvFYMh3mz9Fg0FjcG2Stbz0rJ0M1pKawziOdF23pZU0Xmma4N2k\nUwMWOs2p7Dr+od2ztAFL2lnahSzP+k6DgSW59d9z9dAbm8i0K29LFZ7rJ/2Onme/fuUqlMJy0VEK\nlBLIeQJa58AHUil03pEB7zzBO1J24DLnL5zHqbI0KOi6SkDW9bS0K6lqnwTiwo3r1zk8OGLR9RTX\nToqrfhe/dw5PYdwc4ccN3aLHuUJKAzGEGntRCv3+Ph/89z/M3t4eOu0SGlpISQEl693ykSaHNKel\n0JNjqIFe0nkDCf1M5te+1dvs3W06NWAhicWaStXPtBreri1C1VJYx1TI75t6N+fMmmOI20mlluZC\nfHWsiXzHAoz2zS6i1u1q79648no1KXxfzQvnOVqPJBy4KrU6H8gUxlSIsTAMic7XadS9vX2cYhBd\nZit3Ls2Nq+4bCwTHMfHUV79K9A4fAt6F+us9pSSiX+AoECKLUNgMG5aLjgyknHHB4bzj2z/43Tz2\njncct0X3nxYast7axJC/0l8wB/aahqUAscBlLoBQ0lOMcdapfi/SqQALCQq7iK/dk53Q3tGSS6I/\nnNRI5ADrQbIiC3c5RK20i5FlHfW1nvqy4jxkv1l9KftFElaVMImDKxcprhD6fTxVc1iGOlVaHBTA\neV9nCshVi/CesYBznnMXLszWQUtaXQctAKSqLPObo4FSCn/8+c/xqz/zkywWC7yPeB9wPhKjo5SI\n99Q4i1woORNjZrM5InaV3HPJjGPhR/763+D8Aw+YNGXRnjUG8ls9ja/rr4G+JSsIsZkXWitoWkUI\n4Xh9TquP1Dhkv++axflm0qlwcGp1taVdUlMDi1zY1N7RAyCZRtqBcwSq35/zjbRv50yFXYQ3p4Jb\nGot2/sqky7Mkc21TIQTPYtETYqg7P8dA19X/wVewCBTqpw5HtaWDy2R3yztv1WFOms3dl31l9Zml\nXf7RZz/LcHRY7wPeR/quZ8wenCflydZ3ji4G+hiIIeBLIeVptqALnD9/YavcuWlNTSMSIObMKHkt\naVGDydyYac3DOXesaVjmj6y/rvO9MEHglIAFnERXOInKltRsqXWiJen0QLfypFSzCFZP10oiOcmE\n8zs2W2mX1iFBSualtR9L+lpq8xbhpBFKBh+IMRBjneFwrkY81tkDTwiBGHyNR6DGWxQX6KdZEBmp\nOCc9ZX1k3a1pZ6tPrTYDPPfEV/Ehsuh6fOin8RmIvgaQ9dETgqfrAtVxW1fRtpkQSmL54MME4aTV\nYyKZXNff0kTl99bsnDQp2jcWY8s2a+1DJkv7lc7gZk63PO+FOXIqzJCW5hC3/UpEtdQ97TjU6rtm\naD2gczEc0j7UEqUlLTm0JN0FhK08WVeL6SRBWMQr39P9164Pbt5k2Xc43xEX3URUsF6PUC19wLHe\nJMZcQSTkDXkE7wpjSqzXa86eO7fVJ3MAL/u2va81uzntTKY2vs8/9yybG9dY7u2TcURXoIx478il\n4J0D5yhNG4oBDySoMyLZkSj85R/7GyfMBz1+rb5zY6TragkxOW46HwlEckZEbgokfWgSAKy821Sq\nNoHflBGclqqqUVdqA+2efHeXNiKlhaVqSkbThGChv6Xt7FKr5xC+tWdOK9F1bkk7ROe0HlmfnEZi\niHQhkFIhF0dwnr2+o4+Rva6DQtUqAnhXp1ELBQekNDJOh9foNmoNzdKMZL1vV1fZv957xnHk6aee\nqmtWUsZRcD7gnaPg6GKklMlwatVynuDA+XjsvD3/1rfxlkcfPTHmmol1v+pkOdvnTJI2vo3hJeDL\nfpMxE3MxQi1qVtKc5S+RYPSmCsoCW/2WSQ+aRNU5aSS/s5hdd7gEgbvxLMsB1lLL0h6s+rckiVKr\n9ZJALQbWZXjn6IIn+MJeF9nvIl0MeO+q2u4Li84Ro5vuB/CxgkbOBAfXrl4xp3/ngEJrWHJsrGsL\neHPOPP7lL/HRX/g/6Lo9Qrcglao1BO+J0TPmRJ6CyQpQqPUvLoAD3wVwju//q/8Zj779HSbot7I0\nzcgk+1u+o+MtLG03qGA22T8WLUohImlITqM2zUQmLajeNAvJwCYoed8iMvm3ZspdjKcHSl9rQrA0\nCHltobblEdcgoZlbE6bFNBaRWoSnCf2WVCvE4OlixPsKHiXXVZnVn+nxMRLDZJKVRHBtLICcObhx\nw2y3tu8tZpPPGiNpQtbSGGC1OuIrX/gC42qF827aXs6RSmbMUMoUDxIiKedqjpRELtMKzGlX7xF4\nx7d8ywkhowFAMqDFsHPt0lqvVc6cNibbbwkzmb+mHSuOpUV6tu/vNp0KsNARZ5bkhW3mab+SYbXt\nqQfG6mypGltmhyQcS+uwJKwkEkvaW/d1XfU3um5zSRO+bkuM06KwUqAUvKth3F3wOA8xgHduWuLt\nKkBM6n4uBRciBzeum0SuVWBdD93Odl+uj5BJ+oEuX7zE01/5Mj50dNFTcqI4wPm62M0FcKH+HTsK\njuBKXffiwXl3vLbioYffclvTArZ379ZmgW6z1HItbbf1wyBMuO0p7ZO7emsalPtvtnt6xk/6Otrf\nlgn7RtKpAAvt2ddStKU51XYO7eU3uoO1o1OjtQUmMskBsQZZX+t2aQ1Ag5tun75n9Y8s09KwnHOE\nrmPMCVydIi2THZ8pBF+lb85jXXwVKiMWyqTG97gQefHZ545XMloqtJV21VPPDMDJZdq/+C/+d66/\n+ireB4YCxI4+BvpFRybjQt3IZpwiUTMOJj9FytMKVBzv+sBfYDlFbFrAKmmh/dcgoCW4Hge9OEzS\nkAbRBgC6bLgVDiD3s2h91N7Te6G2vzXfvGk0C60CtnuwbRrMxRlIO7E908FNLa+5CFCL6TUR6bJl\nrL9myjmNQ5ZpDWLrAy2l5ySD1UZ5X+ftq5it5kaIdUFYiDX6D3CuMlUNi/aMx/sh3Crv5s2bZLEV\nvwWEc8DXnknNxFK1pYQcx5FXn/46QyqEWAPHgmNaYp9xx+tCXAW8kgm+HpRUyq3IRh887/+LHzLB\nSQO2NTWsfRJybGQb9exDG0utQVnTp7I+jb6ab0I6R2Vwlvy29VnLW8cf3U06FWABJ2cb2j04eZaH\nZo5mJsi8dABVu9Zzz5rQdzmKdLKYX/7OxRPI8vW1/H6ufVYdtNmj2yr7pYuhhm4XR8qFoW1kUyCX\nuj5kSBnvPIsYca4GNdV8HEcHB6xWRyeIWzPXXD9ZJp9sr87nyuXLuJTo+q4GjE1rV5yrptIiBlKu\nJpX3vkagAmEK614N1alx5qG38G3vee8J5pYSX9NO60fZl3J8rXZqLTXGuAVAVv5t9ajlHwFOHAHQ\nrpt53N6XACSnXO9FOhVgoQlHM44OippTsTWzSma0Ql4t4LGkjpaeuwjdascu7ULfn6uj7hddF10/\nqx9LqUuyp5IIoTJcF6vm0DmHKwXnPBRfDwfwAUqe/Bt1Dv/S889x+dIlsw+tPpHqu44VkOMp29Lu\nXXztVX7+J/831uOmLitPhTKMMMWHlFI1iADEEBnHTHAVCFv+HYm4t8eP/u2/x9see8xU0XfF4OgZ\nDu03kPXVJkxrd/tW+tZkHWSv19TkAAAgAElEQVTQlqSbpkW0sqS2oftaAsc4jsf+qV0C75tJpwIs\nLMeRBRjymSXF5ojWknZyoFsZctA1E8q8LBVap11l70rWwGoC1sR4u/e3+6pQKIw5QzMJpmXoOFdn\nFvB0sS6wGPNYqcTfAgbvOJ4R0Yyjy9V9pFVmXWf592az4Utf+CKv/NkTdFTM8nlzzEApZXLK5FwD\nyFIuRO9YD4khFYaxnhVS8LzjO76TRx57zBQask+16WRpu1rL0CAt22qNlQYDa9zkdv7SrJEmjU4x\nxq0NfltqZszdplMBFnOdJ9He8gHIb9v3lkTXTCNRWg5+e2dOa2h5SVSfAzWtSu4CAfmeJkCrrfrX\nys+671zdfzKVqjG4kqrzkkJOmWEsuGm5dwFyTgTv6o5SY91cJnhHWq946fnngZOxMbKtUsrqcbHa\nqJnu0x//GB/55z/D0c1D1puRvDrk6GDFZnVEGTek9QHj+pBxGHAlU9JASUM9stDXWJJxWLMZNvzQ\nX/vrnDt3bsuXNZfmtDwd4auD+3RQmm5XSzKGotGLDMZqtCm1lQYeUnuQ5ogGHfkt8OaJs5DIu6uT\n9Tf6vTkG0wzeymsd39Q1nZ8maEv11EyiCUbe13XUZWqtRtdXl2dJ49v1Gwi7uqoLeF+3pAve4Zik\ndk5QEiUnUi7Hn445sRkGLr/6yomytLam62bVVwOmvP/7n/gEZbNmHAbyMJDGEdIAmzVlM9DHQE4D\n5MSwXjFsNqRc/TAl1SnKXDKljDz48MMgTCILsKy+be9Jf4F8X7Z5joZ0m+XsSgMOzfTaLLLybADS\n7ksHqnN1qvh2G1h/M+lUrA1pKL0LIdt71iDI93b9yrysMxV2mTFy8KTknDtouf3KOlj13tUnOg95\nf66+tyMK5xwBSKWQxrGGcGdIpfkAph2XYoRSSGkqF8dQCp33hOBYHR6c6DtdjlU3SxOzgOTo6IiX\nnv4aPg046nZ/KTmic/icGQtsgoPQQZ6kaEo4NkTfk6fyhpyJiyVd152gJSndLX/FnBnR3tHgbc3A\nzX2jx7dpFtJk0MJDOkL1u3NmnXX49BtNpwYs9Lx6uy9/LVBoyVosYzHa3By53sFKm0YacNo3shxN\nLLuYV9d/F4Fp80ne099amsm2jwXSOICDNCSGXPtuSA7HtHW8r5vbplxXobqUGYeR3k9b7YXIpZde\nuCOQ1X1jjY0G0NXREb/5K79M2RweS+EYPLnUzXczHZ33bNYjwSdWZcWy84SuIxUo3DowKVP47u/7\nAbySsLoP9X24NQtnBdjNaZ3yb3mtx1YuHJvLV2oepVQNeBiGE7McVpyG937LzNZxQm8knQozBE6q\nsHog57QM+Ux/L/Nu+Vh5W5qIfKZtU9i9ilR7v/VzqYrqdmuisqTb3Ddz2osklBA8GViv1wzDUM8L\n2WxwBSDgXWQYq9MzUH/TFMSVS67+ABzDanViGtqqd/uVfaj7pP025nzt1Vf53Kc/iS+JYRhIObEZ\nNnhy9XKSgIx3hVIyLm8oeYC8ZswjmaohbTZr+uWSb3/ve7nTpM1Ei45kssZB97kF+C1Z5mn7RmoY\nwJbzUtNlK0POgOio5rtNp0KzmFMPdQfKKThLKmu1VjP/LsZr1xKJ5yTjLmbU5VpTXDI/S9LpOus2\nW1qOlaxnpcAwJIajtYjQjAzDQY1PcLcI7fDoCBdiNQFK65sCIXC0WjOOI704b0P2gR5f7RyU72lJ\n+qv/589z7cVnCD7Qd57oQz0Y6DgYaWAYR+JiH+c7+q6n5JExZWLsKOMafMT5wPs/9GG+8/3ftdUf\nVr+3a0lDekzl3xoI2/hYDl/dL3MBaZLBdeCX5AlLWOyiB0ujfiPp1GgWcNIc0YwMJ9XEliyCtIhW\nq+/yb/nO7QBBfq9VcEsTsdoqidfSrGR95DqFOWmkk6WtOCC4gi8FcqlRjjlRppPHch4Zhw3jmIjd\ntKdjKYzjACXX9SHAoovV4cg2s8u+l8ykpaTWruSz57/6Jc7tLXjgzD5n95b0fQc543BEH+gXZ1ju\nn6vrV8h1D03nyGSGlCh4Uq5HFrz7fR84BjRJNxLMJSPuCtu3tAxL45TgocGgtVu+o8dfXkuHZ4zx\n+J7Vn5I2tC/tTXMUgOzUOe1BMohG9Hbf0kY04WoAsdS0XUAjB3jOz2JJmTkVVgOXxeC63hpk7jS1\nfFIuU7h2Y7KCozAMuforcq6HIft6vKGj0AUPpar+mwyUdCJqVhK2Lrf1kd6cRQP19WvXcMOa5dnz\n7HWR9VinazebGojlCmTniV1P6KhL08eMK4W+C9O5JwVfMvsXLvCOd33L8Y5Yc/WVdbHiHvQY6DUi\nczSladbqE4uJLU3We7+1HmdOa9aaqHOOzWZzDJh3k04FWLQ0p17PMdqcKqm/mWMoPcMhiVoPQntf\nazWawefMH1lPCzwscJL5y3ItLUeXNwecAGnYkIsjD+l4qtTFSBozvu/ZrA9woWMzQqZukOOdx1HY\njAXvMuC4fvUqZ86e3Sr/duA1x4wA4zDw2U9/ijN9x96ix4WOGOu2eNFvjs2kuvV/ZBg3DOOIyyO+\nq+eDuA5ICXzhe374r/DIY4+dqJ+lwVnjIvtRfj9nTrXrJsS0g3KXEJKmREvee4Zh2KmB6tS0iObX\n0Nv53U06FWaIZiItbXc5aaQapxf1SC+xpT20Z3reu92X6qllt+pBsBxirf7W9/JXX8+9ZwGQ/Fu2\n15Teue3SlCFnxiFRCORJWzg6vEGA6UDk6TR1UVYMdRrVOVcJWfWnbPtcnXX/tHR4eMgzTz5BiB0+\nBEKI4Dti1xG7Hu8cIXi8K/gAsQvELtAtFuRxTRrXUySqZxgTb5siNtvYtDZoM1JrAnArdHqOFq1I\nUKlZNUaVtCN9YVqjsOhgGIat+st3GhjIumleaJrcm+r4QgtVZZJSH+aXCGu1X6qNrePknLqMnpuT\n+HOBMRoYJLDoe9L/oiMId2kYmgDmNCiZx5zWcZyn93jvcHmYzApwpTCsDxiHFZvNISUNNfgpDbg8\nUtejluNDh1POrMfE6vCArOoxB8iaSS1p+/JLL3LxG39GF+tCtkIFhzpT4+kWS3B12XnOmVwSzoEL\njsVyD+d89cn4ggceefSxLZDQ/Srv6xWhVvyMbItun/VeW0Cmn0mNVoOBrFs7XawJMQkQMiBLRnU2\nEJI+jTm++mbTqTBDNPpaDDQnqaRU0CaFzk+rwJrxpQpplaeT9Fk07UHnb4GPfkcCyly/tPet+sj6\nWkCq3x9Xh/W0Ljw+dHgfib0nEdjfWzCmTIiREjqGXFejpvWmtocqYXoS165dqwcPixiXXdJXgpee\ntbp69Sqf+LVfYXX9Ot3ZPbzz5JIIPtb9NkOYzjNJeNdDSTi/qMcwlkJ24Hzd2SvlDN5x9ty5LRNS\n9r12Lmr1fm789btzoN/KaG1tzK0d1RIMdJ/onbqaY7P1bUvyfBHdt80p+qaMs9CNslT3dj03WFrT\nkJ0o85VA0my7Nhg6VkIzrM5HEuVcfXS+2lzSbZb27q6pW6teVv+11Pc9y70le/sLui7Sd/E4LHoz\nbqbtLm4Bb4ixHtDjpnYABceNa9e2ytZjYTkArbUzAK+9/BIvP/30caSl946UBkrJ+Bjaxzjf4R1k\n/LThMORSz0IpONpq0/1z5/ECxLQZok1Wq590HeUYS4CWwsLSrhpNtba1vKSmrAVOq2czITS9tzpI\nwHHObZ1BK8H6Xuxrceo0C0s6y7RL0mrw0Axm+R+0JJHTeRZQWd9a9+baoIlzVxvnVPq5b2+nbtbn\nhb3lknXO1OViEUdhf3mOPJ0n4nLdqzO7yCZXJ2f0Dkcgp7Eea1jg9VdfrUuhJyaYAw2Z5mznT/7r\n3yAfHdD1EVzdaNeFBRlHzo4uQM5Mu4x7ShnpQ6TgKQXSuCF2kc3kEPzuH/hPZvvBorO5cdAOb7il\nSVrxPlJDaHm0+9LU0VOnsl8sjVXnqc2WlvcwDMfahDyU6E2jWexiCmsQW9KBU7cDGv2uJQm1jWcx\np/7OAgP9t1R3ZZtlvS2tZS6/ufbN1WOr/bEndpEzZ89x9uzZ4xmNZvOXXBjHySamEJyDCWiy86RS\nw6+vXr5UIywNZ538Pwd80nR65emvswj1sMRSMqm4ugQ9F8J0UFChApYDutjX6d1SF8KF2JFTdcr2\ne2f4zg98lwn4c8CtJTqc3AS3AUR7LndKk/4vnU8rV/rL5jbTlSaG3A3LEowaoDWNSR/Hm2bVqWyg\nHAzN3K2ztd0oHZjWIFmE2p5LhNbBVPo7WUdLQ7CkVXtfApEGhzlQk+9YQKJTYzzNpNvtqPtT5jSQ\nc2IcNgzDuhJmToybgTHdCuypMxDVX5By9VnE4AHHzes3WK9Ws448Wa+5vmrS8Oj6NdJ0tGK/WE5q\neyAEV9fJFnCOKZSbaVbE49zk0yhTfYEHHn07jzz29tuCvnXd6mRpCDqMWpqccnFXk+oyfwmMeoxl\n30nHZTMp5kxQrZFIHtHgdy9mQ06FGQIng660XajNipbk/aaKzRGuRuFW7i7C0fdbebpOlhakwWzO\nbNAEpdun66GdufJd+fccYT7y7u/g4p/drJv09hFcx17sAEdfCkOqUZGb4vG5sB5GutiBywxjIuUN\nzsHrLzzLc898gwcffviET2CuT7UDOefEl//kiyy6SB/CdIBQIcTAtH03lEzOI6VMO477MO1KHigl\n472jFA85UZzje3/kr3DhwgVzLHU/auEgf/XJYHI8dmmIYB+LIIVSy0/SrO4rvaK0PbN2zpL0PI7j\ncb311PHdpFOhWUgbDeYHQP+tmUVqBloNtoDDUpe12aAZuj1r9dbXVn5Sa7EIquUv1VK9itZq+1ya\n01jaszMPvYWchjot6RyeQhoGcpuCc3V1aUqJVOqRgJthJOdCXTvicRPpXL10aee+pRYxy7RZb/j6\n44/XupGPV7V6X7UZP/XTePyZJ6c0aRgj3lVNpxRIk/n09ne+8zhqU4+rBO85emn11Zqmda0ZXOah\nDzJu38pZDmly6HgPqY00n0dL+p2WfwsPkJoP3BsH56kAC6lNWCYIzNtollTWSDz3TbvXklTj5Xd3\nYgLsUr9lvnJwdXvlf0uLklLCKs+qi9UHcblP1wUo0PlADJFF39P3PSHG6RyOenZoJeKCCz2p1LiH\nZd9Vm3vc8OzX/uw4ytDq0znNrfXDxYsXeforX8JR8LGbyoZhrDEUmUwqqQZi+aZZUIEtJzIV0HIa\noCTAce7ChRP9oTUePTOmwUGO0a7ZMJ2PPFpQmsXtuyb1G5BI+pURm7LvtAkkharWvqVWIdvedd0s\nvdxpOhVgAds2oQYATYh6AODkFnxausr7lvovkwYeaUZItNbv6V/NtHqmRf6XQGLZl7re+trqE32v\nlf/273gffnEWT3UippRw3R6EBYkIjUBDqFOTuanKnmGE1Qg+Vun/7ONf4YVnnzlRtlbDtRZYSuHg\nxg0+8ZFf4/pLz9c4ipzq5jbUqdMhjeRS6+ddIeeRXAYShSGNUz2h5ITz1WpZnDvL3v6ZWVNR1kk7\nLCUdarDWUt0aI1lW26TGEkxtBytLa23HFrT7DVS030uD2/FxB94fb9Yrl7Lv0kTvNJ0asADb3m2/\nlrSU32nUlfmBLY3nNA+tqeggLfm9RYSWBJXlwEmvuQSSXXWV7dXla4CSzmDZL2cvPMiFhx4hO48P\nbpLoka5b0PcLutjRhQip4KcwLO/qWRwheHIa8D4Qvefo8JArYqdvWUfdx7ovLl58jWefeALvPTG4\nOl3qYMiFkutq15LTtFdons4JSUTHdN57NTuGzaaGsZfCQ297jPV6zeHBAYeHh6xWq60IR0tbk8zZ\nGFTugSnbJJ3slsBqdKhnUfQYaQ1aj6mmSYsGG+C19oUQjp2ibdGZdsbeTTo1Ds6WLFMBTmoBMpDF\nUnt3IakMdNEgpAeu3Ze/uk6WmSPfsb6R01oaZNoga1u3vWs5q7R2IglMluGc49wDD/Lg+z7Ezcsf\nZUgVBHyoK1CD95TiSUAXIKWBvotcORrraeSu0MWOISVydpT1is//7mf4nh/8j7bqYY2Zrt8nfvWX\n2Vx9rZo/3uN8xIVQN90BfPakPNbYitKkcpq0nUwMEdKIn0BjHDf86ec+y9/6kR+klMKZvQWRRL84\nwwc+/L186Pt+gPd84AO8/Z3vOnEOx9z4NpqyHJ3tb31imKXxNobVpom8J5lajqFOUsC079t9y8k/\nRzPfbDo1YCEbpwFAM7V2BFnMamkn2kzRxKGnoe4kaWbe9vSftHU1U1ugKOtqlWNpUBaB6L47/vWe\nhx55lK8PqR7YkzLe16XgBRjhWIo7x7Ta0+FdARcpZagFO+i6yMUXX9iqm66LXPkoGfDFp79ODHFy\nlgYoNSLTuUDJ1QRxTOHmaaCUOnUaQqhng+QBplWxKWXymHnptUs4EsuuY69zlOwZ04YnP/dpnvqj\n3+fRd76b/+K/+e9417u/9YSPwpLqwBYzttR8A5IR27Xcxl/SRMtbgoukyZYkEMmwAE0jYM+6aI3T\n2nLyjaRTZYZoRmr3JGNZUku/o6X7LjNhzsSZYz7rm3ZPfg8nj7bT38hvNQFoJp/TgKw67NJ02v1z\nDz5MaATpCilXDcORCaFuygt1o5xSqEcAZKp5QKHzjlBPGWVzeLg1zafrYIXZp3Hk6NrVumV/CMRG\n2K4ebkQpUPJ0ApmnejcdXQjHszIp1TCtPPkvDlYrVqvDCiTOk11HDgucj+QQcXnkxa89zr/6qX/K\nH33u901GtYSKHCOLASXjj+O4NeWqZ8GkoLOEiqaH9p08CkCCiK6fzENvkHO36dSAxRwjabVv13cS\nZXXny/taJbOAQBKHpcFoUNKOsva+BSKWNGv1n3NGWQyv85b1mtNc2nvnHnyYUjLOwTBu6I5nQSDl\naTscVzeawTtcnjbGSfWIgDFnQgx4X0jrI46ODrfaLKWj1Sdf+uIX6aMHHynF4RzTSWIFyli1GMC7\nGrkZfEcfOnzoYVoXEkOomkbsOTxac/3GTfJmPW2Sk+jILByc31tybm+fxd4+Zx54kBee+DI/9z/+\nA158/jmAE/6JNpaN0eciVHUbpXNTgo0loCT9tPf1wjFJz80X0XXd1vmmcgm6XrZuCcy7SacCLDSK\nw7z9KJ9rVLVsdP2uNVPSrncBzC4pDfOqnjVIWgPYVZc5TWdXv+j7FmB0fQ8hTlOUNaBpPSZymQ5F\nptTFGFB/naeUevpXJpByZjNWie5CYHV4uFVPS+q1OqxXK776xS+ACwRf98vIpdS8XCZTSKWaSymX\n6kfJGai/jrbNoMOFWCM8vee1K1dIOIZS6zHmgiuJNKzxHvaWkdhHlntLQoz86R9+jmHYnJD2rR0N\nBGSEqhQ4UivR9NW+l5pKy1cLIX3AkFwMpt9t4fUyXzljIvu6zZDcC6CAUwIWYDOAVqflu1qta2nO\nIaTtOF22BCyrgy3A0Aypy9f2pG6nVR/LvNBlyfx1uRqA5sDDB8962NDFyrCplBoBOeWVUyaGgC91\nj84WORm9nxZzwVjaDIbjxo2bJ1RnWQ9pWl187TVeePpr1WFKXfuRSgWJUlq8QgUn7x04hw+e4h0u\ndJNJEnC++i6c8xyt1/W4QlfjQMARuw7fLYhdx2o9stkMBAreR1zo+PrjX+Hm9et11kWo+5JJW99q\nZtd+L2lytHzk2hGt6UkBV8qt087l9Sj2OJWBi60suVIatk9Ul9qQJSzeSDoVYDHXEB13ob+RgylT\nQ13ZeXNM2N5v78nB0AymGX6XhiCljsW0Vt0toNpl2khV1VootEs7885z7qHHanmlbuAbfMCXQknp\neHcs5xyxqytTh/WazXpNzgXvPB5PKY5hHPj6k49vzRrM9XEphd/+lV/i2vPfYBFdBYtYGd+56iup\nGwhXM8OHiHNAiHVZeuHW9GCGXByUzNeeeZpxHDmzt6SLPRfOnCWEBcv9M8TlOR588GH29s5TSjV7\nzuyd5eUnv8IffPqTrFar47bqXaU0IEgmlzMk1nhrOtKSv0l/bT5Y0/9as2wO1pxznU1S56FKjfdN\nrVm0JBlDe5TntA4JMJbNaGklUgWV6p0FVJaGYz2/ncYgCUsmzfQaOHZpI7LOc9/I+u5feJBcSjUB\ncoacyHlSiYHigRAorjKkI9eNcn29F7wnp3oM4gvPPlfjHWYAWY7Jq898g9h14ANd8IypOexy9ZeU\n6rgcxkLOhYKvO3q5gvPThsNMMR8FNimRhhpXQC4sQmDIdaamn8yVXDyb7Osp8mWou2wVeOm550hp\n3AJvi8klKOjnc6tCZQyE1DisWRT5nRWarWdXrHq1/21auCUZS3I36dSAhZ460tfaRpSMr5EfTjKn\nfN+aV9f2oZQO1kBZZkW7b2k6+pkGLUkA8noub91uqz1zpgnU6dCHv/W9FBJ5Yp7NOE4h3ZOUd4Wc\nNgzrFd559pb7xNDXLfmpm84UV4genvnKl3j90sUT/a3r/+orr7C5caXupVFyPfk81mnT4OssiPeB\nFnxFKZNpVIA6fes8QKa4gveZ9WZNSgPRe9a5cDAkAh6SI401sMxT6GJdcRsW+/jo8SFw48rrHB4c\nmMwuaUKDhB4va1q+5Sn9CTI2KKW0tWO3BHZNJy3/plH0fb+l5bS66bDw9vxNs0RdMnD7WyaJnq1D\n5HsamS3ppoHEsuXl35bvoV3P2YAWeMlnWsWUecppVvlf95GVtzaH5kw37WhbnDlb4xhSmRyHdYbD\nUQlsM9R9Ol3JLDpPSiOpFByFMafj97yDa9eucOXy5Vl/TyPap596kugdfaybAWcqEPjg60HNLgLV\nD1EKdMGRxsSYOV5oVgOyPFAYxpHDw5uMxbPoqv+lDwGcJ4Ya6BVc9XuklOmmGA0HpJQZVqu6xF2Z\nE9rc07SjNVwt5eUYWQvtNKg0jUAyvQ7ca2ZSA5z2npxG1Vpyq+u9ODfkVIAFnFSlLYKT7+rOsLQI\nyYAaRPS3ljNS/8rv5tqgbXbLNLA0m9uZEhbIWO/r7/T7ssyzFx6kW57FO0/J4xRSPZIKUHL1YYRI\njIEyMWkoNRDKU8jjUB2gwLhe8fKLL1LKNsPJety4fp0vf+EL1T3qI2PmeDak4AkOKFVtH1LBO2pE\nFky2fVdnZSh1Fep0rOHr127gvOdgqNoHk2mVS5mcqNXK6mOg4Iixp+4dWFgslyyXy62x02A9R4+W\nNJfToFKTsIBcay4ppeM4iva3pJWWZ3tPa73tva7rtrQLTWtvNJ0KsJiz81uyQMFiIKkaWuaALE/m\npTt9V8dKBtR+B0tbsdpm+SvmgE2aEnPAYIHsrja0Zw+85RH6sw+R0kjxjj4GSAnnEtlXDSKPCeci\nuSRi9BRXA7TwEe8dIcR6lMAw8gef/B0uv37Z1Nw2mw2/+4mP8Wef/yzOFUouxOAgeJKHnEZWm3ok\nYiHjXCGVwjolShkZ01iZ37u6hN3VJenXrt3gmRdeIpZ6wnu9nyGPpHGsBzyPdd1IJuJdrIFcOGLX\n89a3v5Nu0W/1tby2Ik/b3/paMrTUKmQEqGU6yLUdWpNozxoQNc1Cg5oEJpm3vL7bdCrAwpL61t+a\nOTQY6E60tBVNxDIfC5B2MV0bAD0/P6eGa4Caa+PtQGROSsm85gBMft8vl5x9+K11jYWbVkM6KLng\n3CSl8eRpn4gq9TNjKXVLO+crM+dESvD6Ky/x8osvmnEFr1+6xFe/8AWiK+wv+nqo8bRMjZwnU2Fy\nTmcmxybT0QW++i7SSMlVoymlmiCXrlxlGAbwgeBrdOcieoIPdN1y8lZ4yAVXauQnzuHdFOYe4vHZ\nJ1IKy36T6r3sW6k16LGVTkX5TINEzvk4HkJqI9opaa3/0LtxWVqpps+7SacCLGBbrZszSaxfi8HA\njq3QIKTLtsqTKxbbPa1ia4DRYCbn7q33NRDMmSN6xaNsq7zWwGppPKUUfIjsP/BwrWepzNpeKbnG\nUMRpaz0fplgMcv3bFQp1ejMET+cLh1eu8ulPfPxEmc45vvbkE7z+7Nen4wbrsQLVRxHwLjCMiTLt\nqYl303qVytjOUU9Oy6WuF/E1KGy9Gbh242YFgFLwJbEXq7/DubodcXEOvKebNrGlpAoaOMBxeHgI\nbM+IaRqTKr0EiDkHcs55a+1I+y+DqGRZepVre1/ParT8W5CYFo7tuTV9/aYCC2CrU/U9i9HnmApO\nSnjrXUt6tL+l9ND3Zb66DFm2BCCZtEZkzYtLApX11lqQtf5ESnb9jax31/c8+Ni7yKGj5JE0bhjT\nSAixzlbkhPelnsfhaihWLm6Kswh0oavSvDiyq9L8s7/1m3z0Ix/h0rRsvbXj1//lPycGX09ud76a\nL6UGYZVcQ71dKQy5kMZxOmDHNd0D7yH6uuSsTMFbL778MpevXKWb8iUEMnXVrC+FCPgY2JvMjK6d\neZqh72rY+MH1q9y8ccOUxtKprsFe9r2mJytsX5oEehw0QElnqdZSLAeqpkVL83xTTZ1qqTfHlBrF\nrU1ELEkNJ08Xs/LeZXpo9dqqu3w2ZzrMEYtWXWW9dvlUrDbJOmuClP2xPHuObtHXkGk3hXqXGt/g\nPKQ0gpumLkshBk/Ok9ZVCjABGY5MZcj/+5/9JP/yp3+a1159lZs3bnD16lXS6hDnPYsYcC5WDcYB\neSTngTHVKNHOT07D6s4g120tqNIfKFBSJrjMlatXSGlkrOEV9ajFEKfw8apV5OzYjGM9NAmONZmS\nq+Qejg63ND8dSwG3jjKUdNZ+tSap35NaiBw3KRB1DJEUNtasnBaOWlOVbWjHAtwLzeLULFG3VtHB\nScbQknbORJCBL3OoatlyOu92vWuBlwYyyYwWo1rEo4Gu3ZMebatv2rUGGZ2PfF+W+5ZH30539mHK\n+nkoiVwyY4YYAutUp1LzkIl4NjmRU118lourmocrUwh1XXjWLxYcHhzw2d/+KL/3Wx/hcJ04e2aP\nb3v0Lex3nj5MhyGWQkkwKqIAACAASURBVEkDzk/9gYNStRQfHKUkEgHnAsVVfSJPCOMoHB6tuHjl\nBnuLnrO9p1v27C+XMAWMLRYdPsa6CM77GhNSMl3sqrMz1xmd65cvc+nVV3nsHe/YGiftn9ACRdOn\nZG5tekh6k2Pf/BbOuePdraSpI8fL2oxHjmn7pjlBJV3dixgLOCWahZZ27V67lgAhB1EjtQUwEij0\n4FvTSlb5GuEtLUfen2NWXXdL49gCP1FvXU9dvlSLrW+k9iKfd33P+bc8ItTchAdySaSUKZPUHlPG\nl+ogLNRpzca6jYlDDHSuELuePkY2ybPfRy7sLYnREz3Tt44xJZwL9RyQyRxJeQKrUa7PAHImA3jH\ntB62Rl3mkYRjdHUrQO+rfyXGSBc7nPN0zecyTQMD1eXpqlbkgcPDgxMmwtz4S5BvzA6cmPaUYyT3\nt4gxbm3xr6M52xL3Vm77VtLfOI5b9CLjMrQAbXV402gWmrE0ird35O8uu22XWi7TXMda15ZU1tqG\ntDn1M23iaG1D/m42G44OD3n5xRdxzrFYLHjk0UfpF4sTgVlaA9L1tJ7J69h17D/8CDknSJ7gI9lV\ncHBAyXmKfygU5yi5nsCeqO/U0CxP3wXWG+phP5tU4yaCZ6+b9qvwUOPHC8O4qb6HUsEolRrqDX7S\nKlw1daYzQ5qTspRMHx2rVQ2oKs6z7DpiF+liYJMTsasRpqvs2CuJesjaZHZEPwHRtPTdeUpOrI+O\njsdJgoGW7pq+miTXACGTBAMJKJIGZL7NbGizJH3fbwGVpX1IWtXa6r0CCjglYKGZViKtJHDLFLDM\nkTmToeXdfrWdaKmOurPluzI/mXTdNePC9jbw7b1xGPjaU0/y8z/xj1gfHVFSIrjMkBKleHCetzz2\nNv7mf/lf8c53v5uz585tlafNOA0Oss/ar/OBt73j3Tw1JnrvaUvQF9Gz3lSJnibv/jAmcG1DnJHo\nq28ghEBOnj4kMp5l7Kr/w0P0geBgEWtw15CmvSpKguw4Gqcl2cURYw3zDv0CcAQ8xddgrWoeFXJK\nbDYrXn39Mn0IdLFqDIt+QRcDbgIcx0gMC5wvjGR6fI3U9JEQalxHzonNZnO8o/bh4SEvPPccV69c\n5rWXX+bapYucOX+eR9/5Lj70H/yHW/tGyKMINYDIeIfG+HI82vcSBLqu29olXeYBVSORU6V6JkZr\njq0elu/jjaZTARawbXtZDG0FYFmD1Z7pfNt1y7f96lDZuby16TBn9sDJqTBdlgapVuZTTz7Jx3/p\nFznXe/bCHgdHa8ZU1zm4SZpfe/Ulfu4f/y/8e9/7ffzY3/17dV8KtsFHttHqIw1e/d4+uCp1u1jN\ni/VQF5W5aeeq4G6t3RimVaneQ3CR1XpdzQvvORrSpHU4Ou85u+yIXTUFSgFXmMyIRHFhMk2aJpbI\nrh5qWk2GOlVSpjrHLlLGkVIyq9VR1Rh8YNn3dCGQsmMRq6PVFcg4uhCJzt0KxAoeSHVKlsJy/wyU\nzLPPPMOffuELfPJf/wabG9dh3NAvlvR9JC6W7O+f4dvf8x729ve3FoNJ89kSctLf0P5LzaL5KhrN\naNqd0x7h1l6yEoQamGl+uRdBWacGLKRPAjjBUK2TtdMQTqqDc1qIpTnoZJkxFqPNIbUcNEua63zb\nNy89+wyP/+6nCdducGb/AULIFK5y82hDdgXyQJdHSojcvHSRz/7mr/PAWx/hQ9/7fTz40EPmfLys\nswRIDVjL/f0q6V2k5AS+bThT14CM2R07BMdSGXgs7dTyqtZH7ynO44ZMN/kWQnEMpRBdPSTIp7rP\n57CpQVVl2ltinM5lH0udAXHOgXNkMt7XtSvOe8pYJet6s+bG9eu4EGvoNnXLPzxk5wjO0U1TKZux\n1HUtBWL0OF8Xl00dQ/SO1197jU98/Cd48k/+hP3lEg/sL7s6o5LBpYGP/Iuf4cM/9MP88I/+tS36\nk5qD7N9GZ62P9baDjYYsbaVdw8ltGhp9tTy1WRtCOHHUgOaXN5rcndr3f56p1HT8t2VaWKq8RHWL\nOaWqJpkDtqerdF7a1NBqnGWWSIS3fBkaxNp1y/ejP/W/kg9WkKtEHDJcuXGJcXOTVy9f52i1ouAZ\nh3qYznozEl1mSI63Pvoo/+0/+gn29vdNgNKak5ZQVy5d5Nf+4d+HnIn9HnF5lvVqzWoYycUxDCPD\nsGG1Gci4OlviHevkGFINA99sRsqYGVNmk9qp5oE+Bs4sF5xfRjzV3zEMR6zWI/t75xhL1VhK6OuM\niHN453DTPhbeuwnAwmSOwasXL3PxlZc5HDLn93picIx4FsETvOfC/hLne7q9JYuu2vjJ1UjNatZV\nFKhnkcDlq1f4xnPPExf7nD93hr3lkhAie3tnWC6ndSRloOSRH/mbf4cP/6XvZ7Fcbo2rFHItGlNq\nFE2DaAJvGAZT+5Rmg6SP5qeQY2tNpcoYDz3me3t7d4UYp2I2pCXJyFoD2IWOloPJmp+WzG/tG9EG\nSdv+chDlvfadBBcJNjp/PdMi8+1cjTLsu45l1+GBxeIC+/vnOH9mWR13065Rzkf6xYKEJ0a4+tor\n/L8f/21u3rjRghJO1F2Hjct3nK97SuDqgjFSoq42ncyAUo63nwuuEBnJacBR6IOn85HoPZvUADPT\nxXqvjzXugZJvOUtzoQ+OnEeCa2Ne6uxPqcvZKHXXrjFlsqvh6LjqYPV5JC736PquHk4UIn2YZs4o\njKmeMRJ8IJUKboF66LIPkZIGyHU2hpK4cbRmk6oDN8aIdx7E1n1MgIZz/N5vfYTnvvGNEzTSxltv\nedeeS+DYbDbH9Gc5rCXNNoem9IHo8ZOAos0WGfV7t+lUgIXueDjpKdYhslpya2k/50+QaqJkWplk\nfnPmg2Y6DQbtV7arSRxdH4BH3v8B+v09umVHKYm9LnCm74nxAd7y8Nt4+MIZzuwt2Vv2THvo0sdQ\nV4h6+MjP/jT/89//r/mD3/3Mib7TBCbLdq46FrsYKC6xWl2bFpZN2+flgc6NUEY8I6RNXReCgzRQ\nSiINKzYjLKJnzBlKIropPJpCySPOO2IXqnT3FRhxdVFY8JGAI7h6bqlzhZE6beoduJzYrDe4caCk\nDTllzu/vceHsLS3gmCl8wIWOLlY/j6sLTWo9x8RmM51k5hzjuGEcRzrvSDjWY2bIkEo1T46X5IdQ\nwa9bktYH/D//5je5LA5WavQpBVxjbjkzdqu/49YCMamdNIFlReq26VENMJIetXls3Xuj6VSABWwz\n2JwaJd+dY0j9XHeWZmip7snBnjMn5sCqpRNSW7VLSgmZ39ve/a30+3s13BugOEoudA66sE8Mjj44\nFn2H9wGcY5OngKhphuLyxdf49G/8hmmS7TLtNusNY64rMwuZ4iph5HFkHDYM41CnVHOV9NEVXBqr\nKl/qd32sBxUtYjUHoNC56vMo5Hoyuwv1QCOq5O66npJhaPjppg1ecsGTcW6KoCxMO2eNdbxilfjL\nfknwgWXs6Lxj0VfTpQ+Ovu+r36JkQqw7agVfgEkKTxv84ODwsO4feq7zdD4cH3EAVKCbtJA+1LUs\n1y6+yusXXzthzjXQ0MJLH0LUpkAbTTQalNpuo8NhGI6fW9OlWig2f4cElHvh3IRTBBZwi/Glr8GS\nirqTLOBof+tfmacFMvJ76Yew6mHlZ/kMtPpogc7Djz7KmUcfYzOFPZdSV3l6YDMk+j7ST5u71K36\np7USsWOcFmSRExeffZqb16+fsIWtPml1SsMGmGY3oJocJeNCAAo5jbW86bTycRyn7e/qMvEYPNM2\nNpSSSaVMcQ2BZefpgp9Ws9bNdJie51SPM6qHHrt6sBGOSF3olcaRUmq5NfzbHy8w82E6Zd3fOnG9\nrjgNMNU7OU92AYc71sKcq3AxpoQLdUFacZMmQSG6Ol2cJ/MsZUfKmZymlbd40jBwdHBw3I/NQdn6\n+nbObTkuLcBKhpTLPBqISL+ZpiMtoKywgzeNGQK2WaGBwHLY7QqI0dGb7f9cZ1oaglbzWrJCuS1V\ncE5TkvkAdIsl3/X9P8ijH/wguLrSoqPa+YsQ2e8CZ/cXnN3vObvsKgOGygAFTwme4uFofcQ/+59+\nnGe/8fRWmRoYZV1uXL8+zWx4coLOgyfBcFQZOhfKOJCnvSG7vbOEM+dwfaDrI5RM5+sCMFxh2Xd0\ni/7Yzq/TrHWsYoDYdywW+8S4qIvgXa4aTakbB0PElRrxCY5xrI5Nh2NM4MNi8u1EnKvRnCF0eFe3\nzetiR/ER7wL9tGAtlXxczq36JMaUWA9j1WZcmPwjtexxWNMz4MY1q9Ual6sWNw4jo4jWlKbDXNCc\npkOpycp9KuQ1sBXtOUd77X0d8Syf3QtT5NSAhXQQyqQZTDK2ZvI5BNcdqwFDOobkt3P+ijbYGox0\nue3+XD21ndovFnzLBz5YoxPJk0Mz00U3xSnUUOcQ6iHGixjoHFUDcTU+opTMc1/9Uz73qU+afahB\nOOfM6vCA+nUN/66b06S6g9axbV2mLeuYJHGoIdUhEmJgM+bjvSe6LtB1PWnq57q4y9N3kTEX+hjo\nu0CMXV1dStWYgqt5B1fNhnGKFvWuMIyJzZjqzlrkaYYiERx0sUZiBle1hFJqGHdbUOZ8pJTMmEZK\nTuRUNTbnwFFYj4mFr3Eg5ET0rgaJTVpcLoVFH6f1K7C3XHD+woXjfrQcj3OxPnBy3wy9kE36PSTd\n6o1vdACYHu85mnyj6dSABWB2/O3MAD3HPWer6xkRfa7CXN76BG4dsCXLgW370DJvdKivJAaAsw8+\nSNhbVs9eDHR7+7iuq2d2dF0FilD3lRyKx8eORd/jQ1c3k3GwGTJ/8Dsf52g6+EfWpV3f6rfC+uiQ\n4gDnySUzDKlGXsZI6HpcyRVEQqRMMx8519kTN33XdZG+XxC9x/m6v8UyVgbMVEnu3eR36apTtZ+m\nNUPwx4vLgoM8mSYp18VfOU/2g/OkUsO0U66L2drOXV0obMaRhS/QgIdMnsCmlBqWNeZUNwim1q0U\nONvH47UnfjK1yhQ4loub9hpNQGFMBf//c/cuv7YmWX7Qb62I+L69zzn33nzerHxVZr36Qburu/pV\nbsvd7Ycso0IYLEuMQWLEgD+BCQyNmDEAM0EIkHhINgMGHvBoAw0WL4GYYKkKbEu26equys7Ke/b3\nRazFYEXss846sW9V5c3BUUUqdffZ+/vie0TEivX4rd/KC5b18CAb1Y9vnEt+XsYwqxcY4/fh1xiE\nvn7ORsdpRG3GyJfv+1XaoxAWM0eN//6SX2K8qGiezKSs9z/E36KJE7WWl9n+M/UemCewzZ4t9sfM\n+LV//q/h+Pw5rl5/HcenT7BeHcEpYV0WXF0dcXN9havraxzXBYfDglKKqepglHJAyYztT36Af+Nf\n/Vfw3//X/9W5LoZ/n2OiiSg+/eQHFuWoG0QaSmaknHF9dcCzZ9d48vpTlLKglMXCq9KwJMtMLWWF\nckFaDjiuBdfXR1twKQOpmOBIBLaqH+b7yITjMSNnwrIWrEu21Hg2B6Wywbxt5weEGLUpajNnp3Yf\nATHO/p2VCTeFkbMR8ja1EHNm7lwZI/fEwrBEBEhDygm7ArmYk1SkOyS1meBToKTczTTBuhTcnk4Q\nt3DHuEUnpZ+PfnPyGxcRnQWCX+wjR2RoFHH+jL+jlnLJLL9kqv807VEIi5c5g172kDPVfuZjiE5I\nf/6l70abwWZnws0LmCHEokMqCir/2Wssz958E1/99d+EtAbVBmEgJwuV5pzBJYN7AR7uC0mh54XQ\nmKGp4JM/+j7+1r//7+F/+R//AHCC1ftuVAX77Wd2fQi4q/NMgpzu2JqYbLdPBJAYvR2TglRwXKxQ\nDjiBU0FK/TrEOGRGIaPhZxJkVguVsjFsgRRVDChlae7mzIQSSA2cpmrs36mjMpdEyKQoPXKUUsJt\nrd2UIRN21AmFk6FHDbLOXdMxM0d0kO0IDsty9g9YhXZCIlv4uxgqNBGZ45fIHLW4i4AAOAsFn/MR\nNUk/R72PwZvD/rzaI0Be2MwKBw3B4vv3foufGc0iOgFHi7b2+A7APVttZkLMFvP4N4YtZ81rCNFR\n6AcjmkARyRkF2iXQlr9mLgXvf+Pn8Oz99/Dikx/i03/yvb5ogeNqvA2vPz3i+pBRSsZhLVhKwZIZ\nVcy0UBW0uuPT7/8h/qN/66/je9/97tS2VRG07QSQhWSJAbQNDEtRz8y4KgccU8LKhKt1wboekJP5\nLcbOtxSL1uSScFxWXC0J19mERM4ZrKN+hyWXESVkTganhkU8xDwNYDYfBshyOgYZjzlIU8+Itedc\nMgGy46Yk5LIi5QUK48AgJsN8sPZoiRV3VigosXGJ1gZixtXxiOvDijUzjmvPZF1yB3KZeaYCoOfF\n7M48GNqB9zuM5p2NEb277/v5/DF3ANzzTXhNg4imdVD9fPT9RGfrq7ZHISy8XRVfQHT8ePtsSMy4\naKOvIPbl1cBL/pCIHo336xf8zPTw7ZLJEoVJFEgff/NXsL7+DEzSgUwJqoJDSVZ7Y7FMToKi+95Q\nckHuyVhEwNYsa/Xv/v7v48Vnnz0QViKCuu0oxUBSYDMzIIp1WbCsK3JJnbXKtI7EtqBJGzIplsyw\nWqgdjVrMv5K7byX10Cig5jCF+QpUBAuzCY+O2mTWjiZlaA97KgglGzGOmTG9pKFaZCNRQinZsCjL\nagKKCQbqFGz7CaIC4RFl6LwXiXFYV7zz1ptYyoLu9gRAoFSwDd4IEPa2A4nPmlOMqF0yB6KG6/8u\npZw1kejrivPWFz/2m13UXoG7BLMv0l8BPBJhATxc2OM7b8t7dT2Cp6J/AXhYGsD36fudCROf+BMX\ne1zcvi/fopbkd5WI9ItOLGbGW+++i1/49rdxfX0AdW2BoN0H0CDN0sSJ2SITCqylF6rJxRyKbI69\n//X3/xv8/f/ne/dqUdiNAVpP/R6o1xw1W781Q2pyNt/Ik6uCnBg5m0OTc4Kiq95qxYaWYtGQJdu/\nx8MB62Kh3sGubQS7hqxkwCDgBIDM6bhkM49IDT1ZRYx2L3F3upauzRhDdykJa0lYDiuOh9IFQcKS\njfY/J0bVu7BmKVZ/xMbN+EDXpWBdVxx61CORAK3CuDWkZ69qL6Nozla/GP2i947HuKhHG8enlM7a\nwph3fvPxfXnSm5nPIs5BovsZr6/aHoWwiKp9VJWjiTKOedliBB6qgPFYL6D8fXhJPxMQs3NmPpKI\nr/BakK8v4YXjPRRfSnj/az+H1778tc5cVVFYIfUWV4VxfVxBUByX3FVV48e0LFGgCeOklj36w3/8\nD/A3/vV/DX/7v/ib93c9GLNVIsHVWpDSguPxCOaEDMWqYsxShyPSesBaEjKa/Z8Zy1JABBxSwnFZ\nsDJQ2PwdpTCWRcHJnitRwpoYGYIy0J9iApAUJtgGXd85MiEdgKVIrMjZsBsVQCkLbq6OOK4LjtdX\neHZzhePxgDdff4brqyOokwgrEQ7rgpRNWxmV4Yks7Ht1WHFzfbTK7TDzBwpoWiynBIQMhjbF7d6g\nTXB68dn5PXp/02C6ihrrMCPiPI2awXBsjvnn2bc8n6afVz4C4r+bmfGv0h6FsIgPH3fzl0lF/xJm\nn2dqYbzmaJdwE3HgZ33H772g8n3NNJ/4nX8PZV3x1kc/Z/gKUmjbwL3oTms7cs+0NOp524WJFGuy\n0CF3bURE8MkPf4D/9m/+53jx2Wd3E6vT4qXE2PYdiRm7WB3RnDOaWuWNXDKWwwFg47PknMEK5JSR\nUwb1mh2i9ixLzhiITqiCybAhoorb0wvUukPqBqjcOQ/FCHuV7Jq2aEzzaLWanSVAyoy1m02pO39z\nzsbOxV1TKNnIf0mgbe/vdWgFsOQ5MW1Ix7sm6oWTYdgPCJrlyqLVE0CKkgnbvsHPSG/SAXigOQ6f\nRvRrEBksfcwRr52oOudyiJ7EzW62gc3m+qu2RyEsookw8yPMpGRcjNHBM1uk0W68pH34BRx9DLN7\nm7VxL0N4xOvONBJ/3vj8pY+/arstmk1aMUGRYDwTTdRSsUmR2RbSJoQKAlMPL8JMjD/+J/8Y/9vf\n/Z9we3t7714EQM7J2LxtVYHygpQLOBWUbBiPvKwopfRCRGQhRDXi3qVkSxBrZpoY/2VG5gSptVcF\nMyg2OiEfwXwhCuqw8ASocVgkYpAIMhHWRCBt/X9LMitsSWqy72A20FfOGWvuDlIGQMbDkQa1Xs8o\ntfdreI0lF+PDSFbPNZGCUe29Uu3ExABUsTcxRi9nzkUWq8F45eeb3/1HJum+7/fOi2S7cU5cmrNx\nc4rIUr92XqU9CmEx8wtEs2MmJb2qNTtvtov7a/rrjf4u9REX9qW+xsB5OK9f/NH34s/x1/bnPH3z\nbbzx4TeA1lBkx7btQFXs244l2SLhlCDUQ6FK3TQwh6B0sFVrVtLvP/g3/zr+47/x79p1E+N4c4Ol\nFMsALaWnlxeksiKVBaCMkg+gtGI9XqOsR1wdV6RltePXFSmhq/YmBko2yi0Vu67qhlwIZSko6xXy\nekReD1hKwZoXLCVB0bCjmT8hJbAIWAloYgxbqshsmbDYb1EIWFI6A6mgiqWjT5eSwCxgrbbAUwbU\nBFQT6YIDZqYoUHJCSRklmQ8ok0Vuaq1g2UAkSKhWL1XuMkrRj/FhSz/+cfPyWuMwTcbn2KLjc7bB\ntID3iEIn+tFepT0KYQHMzY0IuPL/js9+wfnPM7Pmkpo2mt/NL5kpUWBEYSUiZ3Vz9BXvaTybf6bR\nd4T0jt/f/1O/gbIecXvawGpJVkspSDlZnoIKpAnACXWvAAjSpKMgASILAXJO2EXwf/4Pv49923q+\nhSKlgpRXEBdse68t2nYoBMtiJQwzM4gMH9EUAMxhKTomvFUtW5eM1v0RKgLIDk0FImLlBJh72YCl\nT2qra2pdNgANQI+pqmFIQFYiIBF6BCafUZVmWVhCWxOC7CeretZZvNaloLVqpDpdYORkzlFSgCiB\naEFKHSnLDCE+ay61Wn4MmO2d1oYXn/3o3vj7aJ4fwzjmwB07t0cI+znitZBxXtxMfMV1v9nENTLO\n/5nLDYkLy/82+xzPB+4LGAD3ohpeeAD3QTO+RW0jHjczV/yEGFJ95oSNKqO/L+8w8+ellPDxL/0q\nfvmf+5ewvvYOpDs6KTFqq2Am7FVMnRdBYiPLBRPWnHqdjAoGsDfLp/jRD3+Iv/Wf/if49NM/AalA\nKYOIkZcFuwAvasNJdmytGehLdpAIkgqWvnNdrQes6xGHsmBdDiBiFOa7MGY2sBaXA5ZEQFpwPF5h\n6TU9RCsoM6jYjm7ZpWTgKwYoE1JJaACWDCyJQSmjLCuWwshZkamBVMxkUQFjt9yOJqi7YSGWdYHq\nyJo1Pwi0gqmHXrWhpF7gSA2ctpAJS6haCbO0grmgpATZbvGPvve9c/Qilqf0WqWnt/Ob0dAqRsVz\nP/5eIIx5452oMWw7vvP/+358X6/SHoWwiD6KscOO38Z38e9oqsx8HTEiMT7PbL3Rb/RXzDQcLzD8\nQPrrx+rZ/vy4I/l7iQJRTTXAW+99iA9+7XegzZyZZy+bmqDIPVs1QdDEWKPaviHBFtNeLRzJMDLe\n//2/+zv47t/7e9hvb0GUMOpumEbfoEjY9mbMUzqS5yycmpJlZyZCB1GZv2Appae1mAaSc8KylJ4d\nC9ReqJjYfCiAYTCYGYkJRAzUhjxCqQSsaQj3CoYgMwzroNqrsd8lWSkspZy7tsFMIO2V32HCjNRw\nKUsyfEfOGdt2wiiatHCz/BS2sOayLlbOsWMwVIBPfvDHD8wEP15EdAZdnZGhXRsYOR/Rwe01ijE3\notYMmGYyruMdqLP5P9OQP297FMIimgkeeDLa7EWMc+Pn6CT1C3BmzsRd3e/28R5nms/sXkZf/n78\nb75P/8zRLh33RkTIpeBr3/yNu3uAZUQSWUp5EwCwTMvCFpnI2dCMtpAUxITT6QVEgO//g7+PP/jb\n/yX+8B9+13ZdsJX2024vEyPnYvwOfQEmGvBvgjFAGA8GOl3MXneMCuia6Gz6SMogzjDGDABqXBjM\n3SlKtliWzIYpaQrWcagCUJScz0Im5wVECaAMpnxmA0+dF6OKAKJIabHflFBSfxdqRZitaBE6Q5cV\nOUoEsErn1DBwWFkKOBtZjqplA3/y/e8/2DAuhUFHkeR9389/A5exQ35uzDSCoZX4PrxZEje4L8K5\nCTwSYXFJAMSS8sBdinnUHqI3OAJivEbhrxk1hbioo3Dw/cVrxeeJgxW92LP7ifc2gDvjnCdvvImn\n77yHRmRp3zn3GhidpKXuaNJ6qnbDJuZvOO+qMKyB6o623+L//T/+Z7z44fchsArlDWTcEFywV8Fe\nZSzvTqgLW8Q6ELTGFSEqPT8ldd5NQ3kq2Y7OKYN6bgvxikbJhAjM32IAKD3XS7W8joxDtlT448FY\nxNacTGtICYfrpzhcP8F6/ayT2CTL+RCBtIaUCpZyAIafRSxNvbaGTA2iFUuuOO2fWZKbGn5ERMGt\nguWEzIKUjNWLzDkCIcaLT35wjmZ4zdDPXf+biJw1jIiXiGZpnPO+/4g5mgkEv1GNv39mzJCp2o2H\ncOjxW1T548uJ/oloDviXHQfK126I4U6v7cSBfpnWM9Mkxneeu/FSX9F/8fT9r+B4sKI6Mjz9BFe6\nL+N2a+aTo06Sy5bO3jozN6hT0K13Fa9sITPAbOAoKKCKbTfhWGVH04qt7Wf/iEUXmlHxpWTp3wSL\naMBAYoCxXBlxb7ehOXc2qmR1Ptg0CoYVNbJ8EqPWK4kANu2BUkIpBrmuPXWdiFCWFSUXAAYLryKd\nibxfL/OZfnCEklWMActeckWiirxYESIlYFlWmztk5hl1M4fJzJHxzuLC9r4DP+5D+4hITz8nvICJ\ngsBvXt6MjprxzOkZuV8/T3t0wmIWHgIemg2X1LbZDh9fsFf9L/kSxu/+/mYe55m5E3cHL2zi9cbv\nEZIO3CUUea1Io5Sg/gAAIABJREFUVfHxr34bab1Gzgm52/MMU9d3UTSQZYmmfCZ5sTCm2eFWH8TU\n4X2vWMvw3hs4K6Vyhm/nntNRa0MVqxtCOUM7NqOJRS1s3ZJxW3LGcV3Nl9B9K5ktjAqiTtdngC5O\n3Av/dFSr7ACkc1oYDwY4dVPHkKnMho9gMrOJkhHoNO1EwHYoQFaHJA8zhwzfYVdjw1woDIpOloJe\n6w6oZZ7mlKwQUjbO01FgOZEipfvhei8IxncehTnGdWAsxnzwnJljjs1wQn6Oe9PFO1P9fPJz8Isq\njPwoigzN/AhxMc5qSsaF6RfrTBuI587ALUOyzzAXL9Mc/HVnfo2ZbyUKB9+X7yf+9sHP/yKI/wX8\nnf/w38G6LKgiuL6+QmkVt1sFRFAy49MffWZeRRUDGSl1m9nYoEQEh2OvNk69wLE0pKXATuQesmS8\nqBZyFG0gTt3ksAVFtaLWHgZsFmFosES2dSl93BjLShaOFYGoORhrNRCYvfNeEiABhRgpW0FjWwwF\nKoJtr+CUkADkYlD2kjPAjE3tHe3VAFVghjKZf0IVPdAK4gTWHg3tPgmVBmqbZcK2ZiFnLijcfS0d\nQ5JIsbcdKd8n141zYyz6MZf8oh5CpZRyb4zHnPNsblFTGP6PmVAYwiNuMNH/93nboxAWvs0Win/g\nCG6K5wIPQ5/xuNHiznBJo3mZGeSvEX0M8b7idSN4xz9/fG5/Xs4Fb77/IZQYwI6UyP7XhJwVLz6z\nBUlq2ZO17pbJiQZOGVUroIRDNkZsg2jTmZDXKOgEnC1FXQCUpUCa5adQr0AuqqB9R2sGGwfQNQtz\npg7mb1UFU4G0vWsDQEnFFqRY1fREgDL13626WWLj1yylQCFIOXXMp1q2rYqpDmxZqVVgAkfV4PFs\n/hpi7qw5CuKMtnesxXKAJed1XxQlGKOOJbMhLzhbKQBUqr3XlJHW47loUJw73uQY2oSfU35BA3fC\nYYx/hHz7CmPe7BjXH3/HDTCa46/aHpWw8MJgtnjG33GXjiZEfPGXjh/Nq4Uzv8JoM1Nl9gzRbPDP\nMxNcsS+vas6OEREcr2/w5NlTfPLJHyMj4+a4oO4Nohl/uO24PVUIDM2Yk2EViAAm4LgsUBByIdw8\nedJDnbkT2pgmISnbAlaAEiOhnf0P2gSA+TBAyTAOGKXzGpgrkBJKXrvZ0LNLubNUaSdjkQ2EhkMh\nvNiN76KqgbyYDXC2HDp7lhg/R2JFkzvhZYWQOkco9QppS8beAFVCVXu2dtrs3ybQpCBpgG72bgFk\nzhAY85cRABulYFOFcsb+2Z9A2nCUNxyubx6A78ZGMRa3MZjVB5m+Pst0CBVPrOv9YdGB7k3qiNqM\n82WmHb9KexQ+C+ChGfGyXd5L7Zmq719UdBRdQrIRPQxTRf/Fy/wP0RkV722g9eJxM79L/H4mOIgI\n12+8NTZWlMQoS7YNlBOW9YDjwUh9h5AwNb7DqYlwOB7OjFsiYgV+2BilyrKAO5XcKPXHbGZHU8W2\n1c4loWjabMHW1q9nTFiiitLRnk32syNTYVGPqkApGQJGFXMemm/UINwCe4et6TmUyymdzSUii05o\njwLVfYO0htvdVHUwWzFljBTvdtZMGjqmg6yKiUpFJhj8/XhEWVbksqKUFazNojUi2JoB2F57/s55\ngY5d3/87xi3ifPxc95sTEd0Lqc40hCF0IqJzgMPivLvk+/i87dEIC+AhPiL+5gVA9CTHmPfMdxDV\nP3/N6A8Zv8X+oxCKWktU/fxOMGtRIMXnH+dGU0hVsb7+3DSEnh/BZLwWa0/0AnrOBKcznDolg0mL\nCpalGOlNnwZVBMwWSVBYRIAZxp/JyXIpcrH3QIRWm7GAA0Zbl3PHehjsGgRsbTduCCiIBNCG1lPE\nQYzbXXuEIUG1Z8CyCY3E5oAkYvNZkC3GUrI9C1OHeI08D/TfE6oo9gbUZiUKBvs5VFByMrRoskpj\nnKwO6qgMTzlZRChly+IFDBoudu7Q7PxCnc2fO7PxToH38yZiIYYQ8Nq1PyZuIH5+x9oicbP9IgTG\nozFDZuZBlKzju5kJEMOa/rz4b7zmzFwYbRS4jV7nWX8/TjDMvvc7U9QyvD0a/RdEhK/9ym/gj773\nf+PTH/5/WEqGaMMCY39SEOh0a8zWTaB5Mf5I6btuSnjy5ArXx4MtNrbJ1kSt4pfCVHW2JDTigmVZ\ncLs1LMuKLRmuoonxTbTOawm2KIMSDHuhphEQErQKtHOIJmZQq6DEZk6wGkRdExoJoAQStaxXZkjb\nLdtTYLVMCKCeQ6Iwp6ZoNycVaM34LwSdOIcI67qgVdOUUk5YUsdkKOPq6toEWOnIU0oAGGsp2E4m\n2ISstKEy4b2Pv/LANPBj5k2DOLbe7PBFhnwy2pgvXvvwPi4/bz2SdIbb+SL8FcAj0SwumRJxEPz3\nM4k5k+7j+6gFjJfsw13xnqIGEzUbf7/+PP9/nFD+mEuajr/GzNwa7frpa7h++sw4HJhxKLkvTvSs\nT+kVyZM590CoSmjaq3ctCbVzWDTRszOyiWkML168wL696LkmtoeXkrBrAyeAyoq8HpCL1Q+prSER\nWRAldV4KsqLL3D8zeoEfCLZWoWrQarAJF2PQgrFql2wcm9pADFRpaNIsDJrNvBBRkCoUySDoxtpp\n4w7CCAePYsecM3IpWJcCpAXlcIVyOHRGcXNwlmUFpQXSOUNE6hm30VrDerzGzdOnZ8j20Ai2bbun\nIXiN0Y/l2ByGb4PoYdZpnD8RxOfXgV8rL5vvr9oehbCYPZR/CcNW+3GOmqiuXdrp46L3i9g3v6jH\nfcR78Pcb7z0KkugQ80Ig3rOP+lx6T4erK7z27odInDpcGziuGWsx+HLqNVHv2Ka6553IBEkyEBZ1\nYZO5w7j7wsqZsVdDNDYdeIruwWc+U8wNpmxm0ygsVmJmzS7oxXoU4AQhwtYsiJn6PTeRThuoAAja\ngERWqvD2tEG09bRwI9+VDrmWs/mEnmdipkRtzUyNnI3Hs78H6lgLYrtnzqXT2hXk5Yi8HFE44XS7\nAzrKFjZzUipAybhFj89ew+F4fIAmHqHQCL4aGkZc4OP8oVnMtOM4t2Zm72hjzvhExkub2udpj0JY\nXHoRo3kw1aVddnb+WHTR0TOLO/sBiXZf7HN8jiAvL+F9SHT07dXMqNHMfCyXtKhxvbys+Mqv/Cau\nXnsHzITjalwU18cDnl4tyHlUFieUBBwKY0mMnCzUeHN9hXzGEJgJ0prhI8YCKzmh1g2cCsAJlBjr\nekQjC32KNGjbsGCHarVCwjBiXyjAKWNTxXo8gJYEJMaaMlQZUhVQo77bd8G2E2oFwOYzQGZwMUwH\nwcoISCeyaXtD2zrjtlpyV2tAgzGH94CN5bKAkLLBy8tizN2cLcu2CUBkSXC5rFjWJzgcrjspT4Wx\ncwDr8QAhu59v/Zk/i+fvfGkqAOJc8OMcNVV/XkR8+v5GnzNw1WxteNPni/RZPAphAdxX3y/tvt5W\nG82/zB8XoRgtvsQ40NHui/BZvxOMwfF9+WtGTcQLkTgZRr9Ro4nP6yfYen2DZ+98ybIq1SIW62EF\ncadsGwS5ZE6/phZq3Gq1VPDOSaGwXTlxAtkGD6Jxn2ZKWAYqehZqnzzSIHXDXjd0MGnPi7Aq661V\ngLPlZNQde6sWAkXfUcVqh6qY6ZS7c1GZrYL7vmPfDduhCrQqUBjUW1QgYhCK1lnDCWYCGbeFntm4\nMuMe7qKUDOplH4mAnBeLAPEArllCXBOgdhxKSgnHZ6/hrS+9ey7V6LUEvwn5uTKo8+LC9lEP74vw\n5/s57rUPvzb8xuVNoB+nif+07VEIC7+wZuZGFB7+u3HeaN6bfAm9eUkgzbQWv3C9ULikYcwWdnxG\nf168t/hs3qk1nsl/vn7yFB9/609beYBs0GkCsJaMQ7G/jam7gqCAWJL41XE10hzgnMlZO86iNqte\nDl6wdTRjbXsPe1o5Am0n7Kdb1K2i7a3XYm2dZIbRGsBcgB4ruW226DixRRsG9yfUqsEng5tDG1BP\nqPt2joiUnNGEQFzAebVq5qLY92qEP11K1GaaABP1a2WYbLRjErNxW5DRDa6HFevhgGUp2OsOFasO\nT2yxZuo5JEtOoGQ5LL/55/4S3vvwy/d8TkR0RlaOOeznRKTjj5+HqeLnd9yo/LF+fsd5Ecl0Ztf8\nvO1RCAvgodMw7syXHIRx4c6cQi+75swE8m2mHo57iGpfHKBLAm+G54jn+90hxt39RFRVvPH8HTSM\nnYWw79WckjnhUAjEFmbcqqCpxRBubo5InM7EuFCr8KWdx4HIsAeGpiTbobu2IWq5J7mzdpeyQJR6\nfzAyml7kSGEoTO6CRkR61fKenKaCqoCQlTUEM3I3FdCTtsz5aj4QGVqEWllBdKxEYsJSLHXbkN4d\nI9I1i9b0rH1Ia5b2rtqfI6F0AXaqO25Pt4ZbUGMZB3PvBXjnvffu0dbFMfHaphcAfu7M5vnwy/nN\nx/fvBdNsYxr9+c125k97lfYohMVMOAB4kKcRhYMvMuT7+klMEf97PD6aFbP+x3Ez6X0p5j7+H9I/\neq0vCcmZqXQ+nhnlcEQpi2ENCFiWO2df6hiCWiuu1oxDSUip4Hg4GE6BbCFIE0irZzJcKHp9UJj6\nLwOcZTU1TL4MV2Z3TKpxWRI65DpZ+JE6qtF8AKbFNMDwFklRGYbRUPTK8SacoA2nbUdm7iaWMXcb\n2Q5ZzgZZtKSJdK3A5speG7SzXhFb3dSR9ZrLCu5oUnT0KfV+crJyA2ai9fAv9cI9Sri6eXIPFOjH\nIy74CMKLx0efhTdpZ6ZH1G69iRo3tChYvoj2KIRFXJTjgWfcFdFk8Ito/D3LzfDayMw0GcfF/0fz\nAssPyEybGDF03+/4LQoE7+T0kyFOmmjT+mOZE26ev4/Owm+1OkEGagJh7aS6QhmaEt568xqH4wpW\n+33Y9kIM7SQ2oordHBmmkqOBUUHUUFLGmhckzlg4WfYo1EjzxTI3mQisPTTa1Mhq0gJRA4rte8Ou\nAk0AkqJBIKSQHnFptfVwaOl5KguqAruYVmCkP4KlMJYlI+WMXCy6o6ooywIBYVcYYXDHhIgAhRck\nLlaIGYytCeq+nc0bsdiygcA4Q4nx4nZHFcHV9fWDueQ1Bj9PYs7HzJcQNQ9/vu8zXifOeR+BmW2Q\nPzNmyCW7frYQY/gyDtwlP0EUKuP3KDwumTVRkL3s5c80ktG89uGP9XZrFERxF/O70WhvffhVrGU5\n74jUIdjZUM9Yl4xlsYn35PrGNADqQpDGrtagnMBcbFcmY5KypKzOM0HUEZOGnJRWUfetC2juTsEG\n0Ya9IydzYuxNe6ZrQ2aj8FvyCpUERjI/h6hFUDoDFo2wJ2co5Y7V1O587f4cHZqP9sxXOfsqQFZm\nwDQlI+YhBSCCuhtb1l7FcBldQao9GiQK1NYwKqepWgmAuHPPIh1xDsXNYRw7MyPGcX6j9HMk9jUT\nPHEOfhEmCPBIEJw/zpQYLSIt46K6JHTGd7NFH6X/aDPhMNTCOCniseP8qP3cqzbGd0lC8Zqjf39v\n/jmigCMiPHvnffByNFRkrzkqpMglQSAoS8a277bgl6UzdPfrEYw6TxUsgr2az6PCFi8YqHVHKQUi\nZAlfcocTSN0EYSIIMRZWgBIy2TVIBSLUnZ7JFrA2tKZYmFEBCDWUnLFXE0itNRBnMx04WZJXzqht\nA7Cj1orMBgYzjgm7/8GrYYUFFOh8pEgJJJYyb9gLq4ie2OjuUkd6NmnIOWNvlorfWsW+W9SkrOs9\nMyOaDb705CVh7+eIn0txgxrHzHhcZ3PF93FpXbxqexSaBfBQiwDuOwVnx88+x50/Hje+j/UW/DGz\nxe/Pj7iNS4Jt9OEnwL7v5x3BmxexxuX4Lk6iS5rQOx99Fe/9U7+GzBnM1Ot/EpaF8eTmgKvjijdf\nf4q333oT61pwPFqxIMuv6I5AHju2MUwRGV8EAcj5CqQJrAROi9HM8WDaXmBVztXg1LxCUByrlCBh\nP1cWW1LqIDA1av1dUPfdUtZhuSmJFVVOoGTnA2L1SntFcxCBc6+U3v0uIxJkDpeeFwMCUcJSlp5z\n0sBJUbV1f4CVO9hbRVMrIr3tZnLse7OuiCDa8Pb7HzyYWx6FOzaEGA71G8VYyEOTjNqFX+hxjKNJ\n4+dcjMjFfr6I9iiExaUHe9kuHe28mQ13yTcRBzhex/fl+4zS3EN4433P1ECiO1jvOCcCu4ZG4Qfd\n9+mPvXdOznjy1jso6woi7QtHsORsPoa1YF0zliWj5M4CpRVVGjCesdu8tZlzUNXIZ1ozzomeiYXM\nCqAhsfkIa68+JqpIvRqYlS9kJKLuNDV+zHVZcKoVKq1HJ6ibFpadalGMZvkc3EOSiSGkUDTsrYKT\nFUTqrHr93puFUkXMN8MGuiKysopbrRAwGqzOSs5Gwgu2CJKC0JrZLk161fpi5xr+hPDszbcA4B6T\n9qiEHscrYi6GD8OjNv2cG+PpHZbe7IjjPY7x319aN37OvEp7FMICuP9g8QWO34H7apcXAl5DiAMR\nzYuZrRgH8JIK54+dxc+jhuQnwCWsxuz5x/FRW4mx9XMfRHjv6z+P1z/6OpZSoKQ45Iybw4LDknFz\nPOKwHPHksFhF8GSVx3NiNO04CaQ7oYFBBmMCAyrGkoXh1LPQ5LafwEw4NcGyrhbJIAConRO0YJQY\n2GtX9Xu4FMw92QxgJaQm0H2zNPfOvN2g2ETQOj6EmjkhczIzQrpvIi9LB0r1MSQGICBtyNnS8Jel\ngBlYFqtZoiq43XacqsHStWe+AgwVwb5XE6RQXL/1Dn7xV791z3QcC39Q5XmzgpnvUehF7cPT/Ps5\n4De7iAKOJmtEkMZ55Pue5T/9tO3RCAtg7mD0i2NmFox/Z36P2H6SBBv/4qNPYbSZNhDv3d9v/N0P\nfBQSM0F4SXhGLSPlgte+9GUU7nVD+zXOrNJdY7HEM+rJXdQjiHwOlabEfVemXqBIQCRQ3bHXzXAW\nyRi21mVBzgtyIuy1AlBYzREDNaGDtZtSZ7wy4UMpYas9LDiYLMhCo5CGAkB2gdYKqcbsVfeKuu0A\nFHU3rkwGUBjYtr3XGAUoZ+PIhJ65PFWMb1Rg0RE6v/87/IZijAtDtFcsgyE1rl97HTdPn90bb88+\nP5LChsC4hCb2i3y2aXltJGJtYj8Re/OTbKCv0h6FsJgthPH/UMn9sf74+PL89/EFDUhuxGvEQY1e\nZy+s/PH+ejEsFgWAnxhx4CME3N9PvBefXxL9J7kUvPn+l213VHPvm9AAUjJezcGERczY99rxCNon\ngprGQNSdngrOBUqWRi5Su+ZgjsTMhLrvVoqgmy7UsQtnp6Novz73XZV7LVXLhIUqahOLunQC3iad\nAFjFTANVkFja+jA/UllgEHCLaCQSHEpnnmo7trpZFi1lgBM4JQCC1vk5VRW3tydox44ourNSO/xK\nGpZS0JqZJO+8/yGOV1fnsfb+hkvz1s+NOIfGOHvSmpn/bLQYEp1pw3G++/n1RbRHEQ0ZbbabRr9B\nVLtm0YRLmkbUIvz3M3XQH3Op3+gVj314ie+huvG60f8xUy+HquvvKd7ja8+/ZFwNmqHdew9mVGl9\nZ1crvsMMzQWkgpwStt3g3FC1LE60c8GeTLbYTcvYABwB2aBgcF47xf6GnAgnW+VIzKh1hwK9sntB\nazuaAi9evEBJlvtBaoQ6KVuKuyIhZ7tuIoLltPRIC4BcFmz7C4N293olia0WCrMVNCa2yI8JwYTT\nLri6sqJE9l4bTqcN1Kuft31HKSsUFe0eMbE5ZbYm+FO//uv3/E211ikH5ygA5DceLyjGsREL1Fo7\n9zeO9XPDz+/ZHAbuY4Did1+EZvFohIVfhJcezL+I8Tk6GC8JiBi+Gsf672amQvzenzf6nd1/XOzj\nvOhzmYVH/TVmQiYe41tKGWk9QGW3amI6KPW1VznvjNxQNNFO0W8EuNpxBkr2u4hpGgRGradzmrsl\niXWwkyqUraCQOTotaYyRwZzP2oPKbmFUaK9O3vpiJ0AMy5BSMoJcIksYI0DE6o1KXmFFk63LvTYs\nmc+EwrUKNDFax1ZIa0gdKpb679BqWBKw0QPKyIxNaNVAWSb4COiRG3P6Kq6urvv7vaPOG4t+ttmM\nYz0VntcwvVPUz8EfpzW8THOdmdjRSfoq7VGYIXFRAXMVyu+yMzPiZebM+N5L95dpE+Mlx508mjv+\nnmb37cE3Y/L4a4x78cVl4rOOfi+ltN87D8DV62+jqvkMmE11z527QrqaPcwE0yTaWVAQ9VohYn6E\n3Kn4IYJEPRSqVkogp84XkQrQsRat3oWkGQSLiZiIsP8I0hogxk/RpEGaORvRiWtaM1AXqWIpqfNO\nGKHuaTchYzVGOu1/E0tPb0CCgcZU2nhRZ64MPbOY27/SBhTcwqwMIw7aRySmWfkALgvWw+HeuA4T\nIkbW/ByZaRR+Ps18GzOH6CUzPM5tP9+jVvoz4+CcLVz/28vMB9/8S4mqYDQHZgJqnOf78pLZazPx\n3uMgeq1kTJThBBvHvMy88s8XU5P97+N/P+m+/u2/gDfeeI6lFBMSZMjKhE6IIw1J1RZ7h4Ubbol6\nlochOXPKPUfDgFf7tnduCPPyEwhSK7TuABJS7qUCR/GfZgtZWk9BTwugRotv5kNBzgXEBuuWZpEY\nhYV+RcS4PNWSw3IqSJyhYmzcIO4Aq4zjoXQMhuXDlFwAIktF5wRt5sMhYrRGHRhmvJoAOpMWo+5m\n3tRq9wIlfOv3/jyg9/1Ofsz92Ax/xqV5NcwUfx5wP3HQz48I//d9ec3ECyv/vV8br9oehbCYaQoz\nbeHHqVNDPRwtLvz4QsdvwP0dY5aHMdrMS+2PmWk1M4HiY+9+oXuejNm9+vu8lANz8/obwOHGCgL3\nXZNgXBZEZOHQZChFkMUioHcTvg1nJgy6TQTsqp1ZK0OlYjNmXqzLAk4FpRzOmooKGWoTMCLhlFBS\n7sWFRlU0BieLjORcUHumrDQrCcCUO8bDnKw5dwctE5ZOGtza0DIsi5UTASnhVJtpVdS1GGLU/QT0\n3FGG1UVpIobzaKbdAAIaYU2x5LT15gbvf/wVUPcXecHu54/3XXkfg6foj/MhbijxuAj+8/PcHzfm\n3+gzajR+nr5KexTCAngoFOKgxBCq/9er/PHY2KLkjpLd30M0N3yyzuhnAHT8wMTnEJF7YTY/aWa+\nCL/zeFNlhvbzzzn6PN48xTd++y8gL1fdadkAUpCtFItuqFh+R49cAGOCGm4g99AjpVFKwFR7Mx0U\ngAAMpASQNuzbrXFwcoJq64KQUJuVANjqLVrbIG2DSDvzVZSczcFZDkYKXCzBS0SMWq/uINnMd8EA\nOsKT2GqgjtcmauFZ85dYnogJok44XAgNO7ZWIUQ4rItlw3ZS4qZqPpJOIqxEyEvBb//l7+C9Dz48\nbxIe7h2BU2NRisgZYzEEhj/Pz1Gv/Y7mU9sjWHG2ec7mxpinP845+tO0RyMsoio9vvOfL/kiRsUn\n/+Kj9PVOQt9nXHBRWPlzXhbGHX/P7FXvtyCiB9qE78snk3nWb/8c4/jZexr9XD97HYO8N5fizBZg\nKeWMwehJpXae6plxa4CTpDUzNwYeQVrPKu2oyWq7MUgBtRICORfjgBiEwbBQ6MiKJcCuRSPxzASU\nhTj7xO9VyZYlY29WooCZe9lAyyDdt93IelWhnHqdVkOSbrtpRqAM0r4wwcjFrjnwI60NwWXgMKLU\nE9YIz7/8FTx/7z3kzq0ZzddoivgFG+t4+ARIP0/jfAMe+un8deK8jsIj+kTiBvsq7dEIi9guoSxn\nXt+hzgN4sKi8JPexcb/AvKPJq5XRTrzkq4gqqQ+nxejHMDNKKff6idcfx0bn2cveh//ucHVtEYFs\ndUKMjp/MJ9AZoQaRDNTwBaJ69v7nZIsynQtuoC98MZKbztGZcsFWe2lBVUAtx4LOEOraSx4aviPl\nbAu+PzMlKwtgVP+94FDdjSUrGRu3GVFW+FjUFnLKCUjZyhz37NSmfZGQZbqCGa3tyGRhWG0N6I7f\nOij3tDs5QXdO4GZZph987Rt4o0O8ie7YsMY7H2P8Mn+SD5XGYy75JOK8nG1KcbN4GSJ0nPOq7VEJ\ni9mDejMBeGhieFV//O3tR7/4/SBGEyf6FEZf8fr+mjFSMhNi3vwA7kJvg0Y+miGzyeS/i+rrbDLY\nIky4fvtLgJqqL10YQNXMhS44E1Hfacc9dltfFKS1hz4tDV219Ypm6KaJgEmQOjsXOvxa6obWGvba\nkMoK9HyLba/Y9w3oUYeyHgy/QQRKCwAzK5ZcunOzX54Jp81qqoqaU1M61R/I8klIBK22XtPVNo7a\nKppUi25oAouFiRORxWeYsSwFkAZVglTBaTtZ1i6Ab/7Wt8/lEbymF3NBZpmh4/1Gx6X3UwF36NoY\ngvWCP2I54rVm82e2Fl61PRph4V+o/3vm3PHfz0KOY0F5ae4Xt9c6Zl7jqCkM9W42kF6Y+MUd+x7f\nRbPGtziwswGe7SozIcfMePbeV6zSVy+4k3PufJtsGAMAW2sgGrT+2mkdtFfwMk1ikNgqBugIAMRY\nuMj6VrHCP5YslS15jJMV/wGhlANKLued20iB+86pxp1Z22bALUooyxFrWcCcQVwgUnsVM0OWikqv\nVWICOUE6w7eVGciJOy+oHQuYHWTEQJb7YdyiFiEZpgqRAmIFpJd1vedv8O/aL+AhAOI4+DnkfRze\nF3Vp95851f3mMuaPvye/ifj18EU4N4FHJCx8i9EA32aq3CUTIe7c8btL15qplt7+85PEp5ZHAeX7\n8EJuhNf8JJkJudFnFKT++/F5mDfjbwB4/d0PgLR2M4LQpJs1w1Gp2vNFgL2JRT54cEIAmVMXJD1c\nSnRe4Lb8FOiEvMfjFUpZ++KHRVegSKlgXQ/IPS19LQUEhghQd/OHaM9Ora2iqmkKKaWzs1JlB1JG\nWTKIFSmAMyyFAAAgAElEQVTBap+MhHQFto68XEuBNuPKaHXv79z8MABBlPrrGIleycoJ9OsbWAu4\nfvPt87v2WiDzXYLYEPYjHDrmif8883P4uTeOiyaNFwTx/EubatzM/Pr4mYqG+Ie75MSbLTz/22gz\nsyA6lWK/4zNwHzY7vveLefQxUo79YvdaQRR24+/o04jXi9eJk8b/PZuYoz3/6Ct455d+DcoJTRSJ\ni+EH1MBPJN3JJw2ZCCktlq3J3KMevUxgXxjEBGmb5ZmIorAtfFU9Z3yWRIBWEHHPyyhgLuhRVdRh\nKqiglGwaTWtWb0QatO4gsUpgBvEgHPKCTIScFzNR6g7IfnaSDrg4mHE6ndDqBshmGhEUYMFWBVwK\nKJUz9d722QvU2xdgVSgE1BPSmIBf/90//8AfFNmrvP8r7uheSAxhEjc0X4XMA/f8XJzNn/HZrwHm\nO87PMX/8XJz199O2RyEs4uL1zf8dB2UM2EwVj+dHlT7ahPFeZprNWJCecNdfJxan9WHWmSPSD+zo\nP6q6/rnH/cVoT3yu0X9KGW9++DGWqxtAFft+MrU6pe7QM7KYBLLK6PveQ4hWDUwVMG6JrSeCacdC\nSNcUzCRJzGj7DrQdtTVsYsYM1KIWqgppO+p+OhdJTrnb9Cn3GqampZRcoEoozABMCFEupolsW883\nMZ+KKRZdcMKo+ygNf0bn4ABAIKRkGbTEpmGJCIwVPFm11B45AoAnbz3HG28/f7DYvXCI88/PHS9U\ncs7n6uixlulY3HFT8mMZ59glATWc4b7/S87xz9sehbDw7ZKaNdMcLu3KM5Mkvki/WOPuHe8jCrO4\n8ON9+mtd0oa8zRq5N6Mw8e0SlsObQ/7Zn3/wZXzwrT8Dyx9rqPXUHZEVTRsEYsS5ZNgAA081ICUk\ntJ7T0aCtYuuFlqXtON3e4kef/QgMAnGx//MBnAqurm4glJCysYmTVtM6igkXJpz5JpjZ2LbJ+DFV\n7d8f3e5IyxGNjFD3eFgsWtKk550UqMKE3LYBZPU9UoeiowsUaegJb4x8WKEk2OveCyEptq3eaT1N\nsBxv8Gu/9xfx5ttvP9DiZs2HxWOk7dIcAR5S6kXfm5+3fr4PwRMdp36DmfX5M6NZXBIGvvlFfWlX\n9Y4m369fYNHUiMfHyTE0iGjSzFQ976CMAsif6/NDxv35e4xcjt58mQm20U98P4BR7L/+7of2OywI\nCVgFsvNONcKqxJBarVKXArWDI6TzVKylWHp4SgClc6Ia+o6tAMDZTJ6UrTgPFLVVEBd0nyY4md+E\nzu8RXVMwng3jyShQaUhQQCr2s1ZhyWHG5XmHSJXWzslgkB2sAlBCygW5LFiO12Dq9WbVmMgTWxLZ\ncHaqAq9/6T186YP3782NmZkRtYNLG1fEW9xpfWn6fZx3fh77zSj63eIG9ZOsqZ+2PQphMbOz/Evz\nvIZREEQ7PfYbBzlqDpdClzPtIWoaUX30fgr/m+97OMii43W0mVPskpkV732mcQDAkzfesEJBbLs5\n1HguaJQ2hJUANCI+QJrR+WcmMKxIsQBoZAKF012WKVRNxRfDa1ieCXUuS0NrjvwPHhoIBAxFLhkl\n3YHDSjKkaCmGoByYj0QJiYD9dAuCoqwHgDPoXEMEUGk9e9Y4KCzXpeM5tBcqEuk8nARVM0+MI3TM\nE+DLX/86bp48Pb/Dsahn2oOPUrzMxzD6mNELeE0z+tO8APDXiGvEC4/Yt9/YXrU9CmEB3FfZonSc\nAZaiyjXbWS9pIPGl++vHY2I/8f8xoWLo1NuXUXuIzk9/rNd4/LP668Xvgfuhufj7ejji5q33wZzA\naQVJA0kvQESExAoocDrdAu0EIstK3WsFpEEE4LRgXVcQW2q6SEViRcom2HLK4LzCRA7hcDiCOeG4\nHqx8Yt0AMEQYGVY9zJyrFaINbTciGhVj2ZJqsGsiMhCZKvJhRTksIGoALJV+r+0M/hJtOG23aGxO\nWoUilQJl8xu0agIFUCgRqlQIGra2g5mxt4af++avnh2PlzQ5v3n5uTPOi8DBISQ8H0Y0IaKZ6udn\n1BL8nB/n+GiHnxOzuf1526MQFjNzIn7vX9gsDDSTnP64CGyJLzCGUMcCH5+jVuHL2nsMxiwM5itV\njRbrn/jY+2gzrWN87z/73SNOlPFuXv/oG0DfUaGWCVqlAeh4hCYw5ikDJ2WijlMADAINo+nnjERA\nzsNmhnP49oUIi72O36CmnSSy3ZyIsG8VW21Qylb+EIDKCFEarwTGmMEYtlSBbbvtIVyCYT2MAYsZ\naG0HUwWRmVvceTqJYAWF2EyO2sPMbUDNU3dag3F9fX3PNJ2NbWxjnCInq9c+ZoIg+jh8f/7fuFH4\nPqLQGPNuFvV71fYohcXMjrv0ne8jStwomWcOqEv34H0Q0Q71AsDfs//dP8f4fkZ4MrNRZ8IyPv8s\nNOsFnt9xiAhvf/CxRRa4w7bJ0JJEBCgjUTIzRAQgK9ojPSsVZFANYwQHUl4AqciJ0AZ9nfSKZLCF\nOuqc2gJtViJACSrAaRczS8oB4ISq5lsBJeRiBL85555CboWKtAmgVn90F8tcFTWOzcGVmbmbrb3O\nqdTdojS9fwvb6j1u0sSEvRo13/H6ul//PpjO4yEiEMq/ez8Px/GXjvXjCdxFUDx2x2uoUbOZbXjj\nXnNnAIvC41XboxAWfmDiS4y/z9Qu/+Jm9tlsUQMPQ2CXhJPXMHw83AuheN1xP2NnSSmdE97i776p\n3k9rHt9F02mmxnpTJppO7378NXz1238R274D2Xgsmca1TSC01nph4w2kJ9S+C3OywsEGGTceS1GG\nVENNJi5o0qwKOyeI7GBjpMPWHZOJOl9nrch5RVoOvcZJgbQNWzuhihVBOpPXNGAhBon5E0g7I5YM\nYWkVyazmqVUxkwHpTglIK1IqSAycXpxAbQdBsVfLeG2toqoCEJSl4FsdW2GRknbG0fi5ETU/L/hn\nUbDYoubnN58xrwboKwqgOB/jBjPmQBQOL/Pr/TTtUQiL0aIgiItpJu3juVHdiy/50q7tjx//zoSY\nPy4Kl5mmMz7HkFacAOdcDcemFa8Zn9cLR2/+xHse2Ip3PvoalsM1TvuGpoZFUDsY2p2T6GUPtVP0\nb83yWPZmRLcCQm0NBKC2Hr3Zb7Htpv7XZsKAO98lp9RJfwU5G3DLFrnli0jbINqwrCvysgC9AEAi\n7SHQTgNAJn2sKpoJCntv9v2gwLNqg1b9LLOZPqqA7reoYo5O5gxOCSndqfllPeC9L390Hqsh2L0J\nGc2DGO24NIf8MWNO+41mNm9m2rZHisYI3Whxk5l9/rzt0QiLuBOO//0im3l8gYeOyh8XIfEvOb7Q\nWOAnqowzGzFqKH4yzO7ZO8j8DhM93jOwmP/7Zeabf5djp3nrvQ/xC7/7HeOIoIY1wyITRCi5mNbQ\n+SubMrQLrypikGvZoa1rD1CoNqg2JGZcrQkqFYUEJWUUTjgsqwmglNBAOLUdzTI70KSi1hP2bUMi\nO5YJWEoG7AgIA8JAOR6wbbe91AA654Wlz7cmHRq+o3XNgcjCwSJWn7W1HWAyfIVYrouI+UwGDeBv\n/aV/Gu9+8OGDeeEFxQjN+8hI1Ay9qeLNlzhP4wYWfUxxPQD3uVP8b14z9vPAnzvTcn7a9iiERZTa\n8f9Z2HS06LT0O3Xc8SP6LX4e/flreCHgF5+X8H4H8ot+BpzxGAsAD3Yuf6/+/mdYkXFcFFjxd9/e\n+fBjsOwAOtckoXsaGsiSOgAQtFWo7FAdtHMJAIHUoiN1a2ffh/b/GJ3wV6y4j9QNgPaKZDBYdTPm\nrZSMtm9kfVrt0tQdl2ZKiJoJxCkh5QUpLSA1zQQqKDmZeVMbuJcWUABK3Nm6XT6QKkrJyIn7eIkV\naCYARHj3wy+f362fOyPMTWR1T6ImMNM6x5yN0G1/rN8svPCZHevbMJPinInmTTSLvoj2KIRFfCFx\nUcRF7wVHdFr6BRs1jCgA/M4+WtQc/PF+ong1Mtqt49iRgDSOH3ZwXMw+jT161GfPH4VDNMkuTQ4i\nwvXTZxBtkLqb01DMOWgYhPOBPULSd2sVQAFtlrJe93oGcaGnlddmBZVFxRb/cOZSN1vU8BI5WX5G\nWo6QtmPfbzEIgJsCOeX+zCZ0BiR7lEFsyoAaIbiqXV/qiG5Y5MZKAzASWyEk5gzpHJzSBDbtzd/B\nbNXbnzx7dm+cvd9gvE+frBcXvl+wfjyjKe01x9GPj2TFTTNqDL6fqO2OfuO6mZk1n6c9CmExWxz+\nxfnv/OKIL2K2wKN09kLCp4hH7SIKhln/49hxnVqrIQTdtb1ZMs6b7UR+4P25ERUY30nsY6by+pZy\nwXu//LuorUL2W7RaAbWdWZGxlAPM4WkRDurYh23fDbtAPeWbCaf9hBenF9g2K2GYlgIlq7PRWk8B\nF0FOjCrSOUCBVgWnFy+Q8oqcFmw9SqFqQqcKIeUDDocrC/FWy03JKVnEIxfk5QCFkeEM7SRnyzNp\nqoCKmU8d9q2UUKsg5WzwbrHs2NNpx+vvfYjD4XDWSIH7yMzRhs8gUh1E89OPyfh9Jujjb3GTnIHu\nfFjeO9ZjCD/28TMjLGJeQ1T1RvMmxvjbtyhl/fe+XTIpZn1GwRXtTp88FrkWvXDx511yzvr7jZpP\nBGn5yRfxJP4ZZ2i/dz76BrisACpuT7eou5kLFvSkDn/uz0N0rj4mTQy6TcBp24GefLX1YkJQMaLe\n1pBSAafSTQBAmmkbp20/9w3KSCl3zcFCt00E67J2n8MOSAVAvehxhUBBJFAmi7iQZcdq5+QwByah\ntV6tXlr3cKqVNehIT3tnNpd+7pd+6cGOPsbUv3svQDzlYXy/cf7OtNc43/y4Die3nwczLSKarf5e\nxvezuiaftz2KIkNRQkeMg5ewo3LTbJePL3U0LxDiAppJXC/9487uhcCl76NpESdVVBvj/cfvvKo6\n2zmiHex/jztZaw1f/eVfBRPwB//Zvw3oBmkLKg8VW41It1cMAzFyp77jlNFUAFTklA2ElTJSAloT\nYEC6Aag01GoZqYmSFSImAGx0+wqyUgHE4GQFlUUEJFb4uO4N4Iy0HAHKKMkKEokKiAsyMU66Q9ut\nlU5EQgOMMm8/Gd9mNnOF7EWduTIIpjU1Ab7yy7+Cb/7Wn75nPo75MfwVMzN4bA4zjdH7Ffz4x3kz\n+y7OubgRzPwU4zc/X/z3/plepT0KzQJ4qC7NJj1wn11qJiTG93FQ/DlRis+0CX9P0cE6+plFMEaL\nXvTRrxcS0f4dn2OMPD7vpShJtFFnO5HdF+P5R19FKqvdX6t9x20gvXPADk1pMHrXWiHNkJqGySCD\ng6sJitzxIQS1FaojnKlWaaz7N7gsBpwaOz8xTtsJqTN1AQk5L0i9lIGonD8nzmj7hu1Hn9izwe6f\nYGaMoc4yQGTArw7asiFSEHWwmQLrccVHv/CL5wJCY1H5iMf43mNkfNV0P7+8hhxN5LHQLwl0P6cu\nzcNL/ok41lGAfRGCAnhEwiJ69SPIyb+YmV14SVCo6oNBnNmWUYjcLayHPJiz/0fzMHAvrIZgmtmh\ngwh2dv9xZ/PCZPZM8f3EyTvu8ermKcp6BUqm7jMpEtnitfCjMWjZ2BgXBIhAZAtfVFA7lDolqzkG\nNTo+ZqvgnnNGk4a9ngzd2WqHlROqdvSlVKi2np3ajHOCjNgX6Co9tCewWYhUQYbdUKApgfOK1nbj\nyCAysBkxoIrT3qAi3WQhQ3tyAphx8/ZzvPv++/e0rjF2XphHwe7ngd+149yKc3KmDftxns1nL4yi\nNhG1nTgX/Rz4IsyQRyMsZja6XzjR4zzOmTl1fJst6pkQAu6HriJb8hhQP4HiJBi7zUxQjD5mwseb\nLeO7cT/jX198yB/jn8Gf54WK14LGfaSc8e2/+i9jffIWuBRoq5BqCMs2SgIqn3d0ThY1sHqlDTkp\nKDF2UQNENTtvtL1ueHHaIERoHb9BiaEpIS/FtItlAecMzgVbbdibCYyt7lCTPdhOG1QU2ipyTliO\n19CeeLbfvug+iYbSU9ql7eawVWC/vT1Xjd+aOVqJyABmreHP/TP/LN5+50vn9zRCo8CdM3Pmg/Dz\nZbzfmdkXF3Z0WM/mq29+zo/5FzWT2XyIG0f0mXze9miEhd/FgfnCj4t37Nbx92guzEJX/ng/GOMc\nf+xMvYtxbr9QZ0lm/h5ilSp/r/5aXg2NE3OmXY3mBZo/32skqoq3P/wYX/7mb6MsR8veVEv+Mm6I\nChD3aIJYaUEFiLtDV40aL5HlmiTuNUTVaPQJMAh4bYbJ1IYGheZsgKzWcDq9MOenCJBXIBntv/Wv\n3TE6NoSEVhta3bHvJ6gaeW+ruyFJOcEUCgI6awc6irQ2wZIzqmqvjE7Ya8Xrb751zw8Qx98LawD3\nTJEZwMoXQo5aoGk19zE2fhyjtjg++40gzrkx17yA8ud+UUJitEcjLC75DcbnmTMnfr6k0vnf4t+z\nQQDuJ+tEIeSFSzSdgDutxEdHBvpu3LOfJHHnitpSVFn9s81Mjygch3Dyvhciwno44uu/8lt4+t43\nziULZVQatzRQtFbBZHa/mRk0yogYA5ZdBaqK07b3Z90gPQFsKblT4yVUAKoN+251TJp2WDkZglTB\nyOsRytnKAxAg0no9DwLlhFQWaNsgzQBjuZQ74dyFC8HofYZGZj4L7UTBZvYdb25wOBymPJjj/XhO\nyyjI/Zjc+Xbuwprxs29+3kWT2Ie+Z1qp1zCjjyz2f2nNfN72qISFX5CzQRktOp+8P2N85xdRfLGj\njcGcmSUxCuIlfHRqjmvMJDyAs08iaj3RtHmZryFOmpkfY/asfrJ7DWW0Z289x+/8tX8R6+EKTYGU\nCqqaGVH3Cu18lpQJysDew6TUHY9GMwM0AUpZ0FpFKbbwE5OR/qo5FPP52hYmXUpBWQrIlAGs6wIF\nUPfd7mVdkQ8H7FDsTDi1ik8/++QcycjMGG+zbTtIOlGPtM7cZYKypAzoGDfg6tkz/O5f+asGGQ+h\ncy8woiAfwsM7xS+ZhvF9j53eh7RnGqIXJH5ezTaKMfdnwsP3/ePMnZ+0PRphERcYMOetmNmOXqB4\nNd2/4OhAne3QcVC8sPEDOCtj6Bd0FECjiciDqlbj3mYDOzNJRj/xPsd3l4olR8E7vmdmXN08wfXb\nH5rJof13ZqiQUWgJcI5kMCOzMV9BG2rdLDOVeh6GGPy6tQbi3Klw0M0bAZSxlAXHwwFEVuEdbGUJ\nt+2E2gT5cIWUMxoAXhZUAOfSAhBkEqPbIwKIzDmb0hnKTSDs2wnoufWEkRinaK3inQ8/wodf+co9\nDcI3v/AuaY9+XnlNwvcxE/TjnEvj7xf+bHOabaK+/1mEzZugr9IehbDwL8d/F+25qFqN4/yL9yqj\n/20mQPx1XmY/xnCt78c7E70J4+uZRlXWCyavGY3+I/ejv5e4U41z4u7nVeAxWWJEyb+TX/i97+Dw\n9LVeWIjATIAMBKRFIkC5k9zugADMCwobJ0S/S3sPTN2+J5z2hq1WA1/lAjLPBba9IXFGZuPJVCKs\nVzc43DxBWg9oMMeoqlEASt1Rbz9FffEnUDXCmrobk1eTu/cyuCyICCp711pMqIyx+Z2//B08eXoH\n7/bmoh/LmQkS63n48Lo/No7NzFycrYOZ1jjLMYkabJyDlzT0V2mPQlj4l+sl46UXHE2WGUYjSvOX\nvcRLWkLceaL2EHcE77MYfc12guH49BqBd/BemoCznSo+80yYjPubTa5x7BvP38X1mx/0H3vxYKiZ\nDykBop2xKoM4YxegCuzvXiTINIhmpDVo50gFUUJrO06nW5yaOSFTyWhN8NntjrrX3q+9z32/BaAg\nbYMVFOgVyWxhEwDteSQdr6HGemX8FpZoRkTnSmsilmuiUDx97bUH88+/z7i5+Hfvx2uMkX+/UbhH\nB6Wfw/7fKFz89S5hNGamxyVtNGpPn6c9CgQncLdIZyCp6Jy75Ky5ZFLEXd0fMzs3nj9bnDNJ7Xci\nfx1vf8YJ48OmXlsZzx2Fnj/X38cQajPBEkO5kYZeRHB1c4PD0zesZog0cGKUZJGE45I6w5TlhBDB\nSgbAci5ErVhygiV6aa95CmqgZLDs1oBlWTCKGIMTBA3regCnhNv9FqrGIp4ZaLIDIGhrSNw5LMYY\n9CgLc4E2AVM6F3Ae9T9aT3IbURWCghm4euPNe+9iFgEbTs94jNfQxt9+fEc/fvwvRTmiZuJrjXjz\nwY9VNKXjXIh9R+3oVdujEBZRi4gPFk0HP9F9m2kc3qEUfQ3+nHH8TG2MJkMchJl5M7uGH3SvDQ0a\nNOB+Dojv72XCLN7X7D1G7Sb2va4HfPDzv4w//O7/hSZ/BAKjKkCJ0GDZoArzPRCpLWaySutECS+2\nkyE4W0NeDn1HbZ27syGXq36vvYwiBCnB0KMqkP0W23ZrGaOZAalGvzfGs/NynhrAsOpppxcn831w\nwu22QUR7uQMBIQEjFCwCYgVywZ/9zl+ZRkC8kB7ZwdEMGXPEj0fcoMZn/54vzdUIF4h9jvnghfxs\njMfcjnibn2Ru/jTtUQiL2aLwn2fqf9wV4kvxC3oWMfHXnuEeZlqAFxpRcsfm7y8+w3Byjut62HC8\nv3iNmarrnyMK1RiGjeecd8DEuHn6GqoYgpJg2sC6LjhVwQLL50hsZQCs1qilgjdV5JxQRc3/0LUA\nAYE5gXtdEnT2LeiOpowGhtQN2+lkEGoI0FPOUy6A3qI2OSNELd8joe0KQM8sWadtNwHQNYt9G8Wc\nLYuVer/PP/wYbz1/fu+9jueP9WPGXPPvdPaO4wYVx8W32dwc4/QyU8VvdHEs/eYSNdgvQkD49ih8\nFr75FxS/jyr6rM0cmuP7KHX9wo8D6W3I0bw657WKmUkzI+cdAiuaGdFbHe/5kqYwjr2kZsZdcQbq\nuRO8iuPNDcrhutPxm2mx7w2pOwmZLN+iCgAu2OUuHFlbQ2ILqTInlFIAZagyQAuYC5AyWjNafzAA\nrb0YM1DrdjYxrLiQYMkJSyesGbyYImpig6z26b4bnoPU+DT66HafBWNdui+EGO999eu4url5YBrE\ncOb4LY5d3CSiKeh/i+/dawHeLzXTomM43c+daLrMwvhe4/wizI/RHoWwuKRaz1TxKNUjpsA3vyjj\nwPrrArgYgYhCaWYzzgSOv65fzJfOi9pR7M/vaNGcmpk2UXX2zzR7r0SE4/UTHK6eQJUgQgAz1rWA\n2SIbKRW0ptgboTZFyeZ/UFiOiA5/BQhbBQ7HayzrFZZshDdNEzivIBDavmN/8Smwn7CQ/P/tfU2T\nJDmO3QNIj8jq3pF2bpIOq6Okg/T//4oOOslWWpk0Y/PRXZnhJAEdQEQikPSa3Ko+hI05zNIiMtyd\n7k6C4MMHARQiq7CuhiT21mHxGAwZFp4uMqyeCBUABb1bLlAiACrYim1xp0JAIfTR0FqDjI7f/7v/\ngP/8X/+bxYCk8c19seKFHCkcBfGq9GAcBz/X1ZtvxQF5PpSjSR6FwAqN+HjHsc589730FGpIpDiQ\n+QVzUNGR73ilksSBywYpbzuemyW0D/QK1uf28oqVBYF/ZnQS1SX/HoVEXAHjvfzcaKFfCdmVjSUj\nk/rlZ4jMVUsFvTVQqdAhVrwH7p60OiK2lJshsTJMVSkFUIbAMly5d+VSK1rfMcSiQjdmEBdL71c3\nKBdQEQgYAgErsDdDOaoDGzO4mrG1dytTYBvO9F3FgYLI7CQqju6Af/9P/xHb9fqw2sbvebGKqDP3\ndebRaHuI/R4NlET0kFohIlcf5zx2Ga1G/s7fc5uRfit08RTCYrXqxk7wY3FSxGsycogMkAVKRifA\nOqeED1ocxJVxMz93bC+jFD9vlesgI6TMmLEv4jlR910VuYmTIAvbFZwmeOUsK13IpVidDsxaKWWz\nFX50bNvF0uspUOoVc+8pWu/Ythf0fsMgxlYKRtsxtFvmq9FQasU2s11di4BLwd4HtnoFtgoZA2+v\nbyjFEMtoDWMIuu5A2VAKwPVi7zhdpiKedk+wlYImMnN7Ev7pP/0X/O53v/uQ2jCqZFGI5P7JiC+r\nMn5827YHpBG9HCu+/hafrxYif/5MK9Qdn/G3EBhPo4YAj6HT8fdVR8TtxEdQK0/YTH5+FAgZ8q+e\nMw5EHNh4jn/3AK14bOWVcYoDvBrklfCJDB+vjX3glPXa3M5+u4GYsFXb5q3EU90goJgqQFBwqehj\nzBqic/zUDLW1FLT2ZufOyu11xjowEX768jMqmzowejOEoph2CHOH6ui4bBOyQ7BdXlDrhlIuVpFM\nzfNRSwFN5MJsws02n5kLtdYNQxX/+PvfQ0TunhDPSZH7KaommQeiLSKiu9h/MSYn82ZOlRA/fezj\nQpQXsCjo8rPlhWFlA/tRegphAayZ37+vJkjODRGhdvwtDqy3ke+bJ3o2PuXt6nGVXhk94yqVjVmr\nreZHK5XfOz97fOa4CkZY7LRS1Y6YzQWBquX75rlN2+MmrOAwWVFjtixYfQwIsaXiGwPMmMllzGMh\nKmhtt8I+RBgCSLcaJUTmXblerpYbXGkWNdpQS8WYxlPLrVEwBKbSqG0aA6xeCMG8MYoCjIGyedIc\nuu9juV5fHpBpNBLGvq33d16juPibf2Y10NvL7bgxOU7sI5QbBYXfJyPaKNziM8VjuZ0foadSQ1Y6\n9LcGbRW85JT189jWEbSPsC8/UxQM8dMl/rcGKlIM+PH7xVKIURBFFSUKxMhwK6t5fN5VP8Q24/u1\n1vD29ReAGE0EG81UdjDbgNsxmBiq9lutilvv5uLkgrfb26xeJijlgjHmcwGoRKiXi21bF4BnYNdW\nNoAIoyj23tBulvGbhhcTKrjtDWW72vtPQdR6h/SBoVaB3YTDDFgnQusWTSo6cJkJebPaFXkou+Mz\nZV706+L/RHQ3UsaxiO7xI1S3WtRWAmrFs1FYHanLP0pPISyAR0m8gmhHMRVZr/O2nLLemVWTfDze\nPxxVb/8AAB1oSURBVCOClS6bLdPxt6PBz4wQnz+6UVfoI75zVCmyepFXp4xg/Hf/3xHPEFv125hZ\nsGYFsT7doyLT7WnFCSFmtYCMjjG6GYFVZ6IZq4ta2IKvDCkQLpfr3DYuU9UBFIoBwXap6LJDOqBk\nwgREtq+EDNWMtttdhaBUsLHdXwFYTg5TQ7ZiXhmU+kH4xn6NfZv7PlKe5HkSRmNmVBe8LUcxmQez\nJyveLwqBjEZWwmNll/qt6CmERe6QOHmO9DenrKZk1WC1ykcvw0poHAXB5EHOky9L8zzJYyGiFQNE\nobQ6x4O5/Bnju+fniM+wUnVWsQa9NYze392iwExDZwFQopZ1qkBApBjEILH4hsoK5s1sBrAs25eN\nAQzcmhX0KaxgNltHKRa1WrcNYMbeXqEYUNQZmm0b0nzyCyugtv+DiC1Aq7AVXZ5q0xAFwVQXQ1UA\nVMDqFeH1PpHzuAIfM6hnvsmIMwsU79MoFDJyzDzn/Ojk6nUcuxXSPlpIVu8V7/Uj9BTCIuvYGV1k\nAZKRxApqxePMVvAn7hjMq/6R6zEPykowxXfI7a6gbWQIp9VqA7x7OFaMm5kkPltelbLHJbbhz9P3\nG/T2F4z+CpaC7eVl7gVRQBsgCkXFcDQBK1XI2wVDzZU5xHaTggrebvsUOpZ/gkFQHSDaMDrAXLG3\nHUzm7pQh6P0GGR2FgC4EpoKtbihiaf5kejgIA3sXy0nRDFUwzCsy2s32h6iHqYuhkxQ/EdWQI0Sb\nJ99KiEcPXTRC+v+rBS23vxrTlbqx+j0+S0aeeT79CD2NgTPSCgLG31edCDyuqNHICDxK+/iZj0fo\neNTBcWXye8VrHEUA6/Tt8X8/J5LbGrJ7Ngs5f96shsRJEK+Lgu2DWqSKt9dXtG7qgUItoEkGeutT\nPSEAFlvRZuJdBaBDsBXPcYG5Gc2Moe9ZvQk8d4laYp03S9s/2oz8JGBudK+FobBaJS9bMdfrkBnf\nYcZMUQIY6HHyiprQYFOBoDorweuDoIj94v3h/e4LR5xo3m/ZPuRtunBwBBE9IvEz8oq3lw3Yfr8V\n/8XxWwmBD2OK47n0PfRUwiJKRf8fwIdJFs9fwbA8oY7uEydwlviRYpt5YjpFd5szUF71o8RfVVL3\n64CPXgy/NurW8Vn8mtgXGSFl+0pse4hgv73h9voKiBU8HiK43W62gsOS2ujo003JGGJ2DGLF3u2d\nZHo0at1QmKbAMRvCfnvDEEu8u20Fvf2KSoreG/bXX9H3HZUIEEYBoRLQ9hv6rJmqYwekYXSvwaqg\nWSFtiFrqPSiIC4QqhMw1W0q9Gx29D6KAiLYGH+O8AMT+jcI3elVyv8frsvqyQsN5kcsoNf6ex9fP\nWZ2/Upm+h55KWMRJlSH/ynawkqoAPtgj4rHIGCsEEWG702qV8d/jdVnQZY9DhKcrG038W8HXbAuJ\nfRYpM2N8x5xHw9vgCZmv1ysKEVQE22a5Ky5bgeXlFBQApBZjqWZRBMjsEYAZKmthm+BiodsyGggW\nQwF6dx/LzOvpny+bIQ+oTgNmn7aIDoJVQ3NbyqVaPowxrEAziEA8N+eBAbYiSNtlQ+u73SdN0Dgu\nmbdyf64ExqpfI7/lAKqMDLzv47G8EMWFINMKuWT13a/9u1RDVvAwD0zspCgU/LwM/Z2yUdCv8WN5\ngucJFe+d3ZfxXhm1xLZzu3kFi0ghoom8aSgzkcNfX+2y8MkMFdGSiOn0/XaD7q8YYrEPRIRaCrhe\nAJhaUOoGGX0aDnfUuQdDYPYKgm34gloC4L7bBjFRwT6TAg9pJgDIvBiFLSBrKCCjgQsgs1YISAEI\nZG5RJyiYFH00VOZ7JXeaXpO9dWyFUElx2S62iQyYWb/xYGyMaCCOcd5pGsfFxyOqJHEsYnullIms\n3tWaOHbx+rxIfQsJrFTa3F5eZP4W2v4MPZWwyELgaCUAHt2OESnE77GteCwfJ6KHNO9OK5fWirlU\n3wsF5QQ0+Z4Z7kYbix/PEZ4uBPLqsrJPxE9/3sxcK8HRW8Of/9+/oIvVz2hdDBloB0RR6wWXl59B\nTLhcq2XRQseQHTKzbddawKWC1Kqvq3ZAO6TfoLJj9DeL02AAGGjtBpBaASMu0CHY9459DIDJ0vEx\nA2oCAlC87Tf00QEIrpcNW7Uap1wIIg2XjW2fysWqnjFX/PTycldDgHWO1CPjYXZ3xkRFmS/zxFfV\nh/oj2WUbx+AI1Ryh54xu8tj7PeP4/yg9hTcEeJyM2dUErL0RwEdvwUp1ye1mQZKNgSuh5OdHXTej\noCgoogvUhUJmmJW1Ogqn2GZ+hpUwBR6TpUT0EPswf58tY7QdjAHVet80d71cTJBC8fVmSELGANcC\ngHHbzQZB1VQVZsLedly2grfd6nVgRn2CCTSfG9N9CporKgFUK7hsUAy0tlt5ADW1p7UOIgZkWBq/\neoHKAJNCyfauCLy/GPs+t8JD7yUUXRBn/sp9sVqFo1DO/Xk0TnExWI1JRqJZGGSbRL7vSh3K6DnP\ngx+hp0IWwMeaGatOj9I0/uVJnqVuRgWOKJyOoLsf888sqaNQWAkg4LEOSWYCZ7bYdoSlcXXI98gM\ncxRwFJ8395ELnv31KzBzQYwxUIgxhuB2e8Xb3iyVHTG2ywW1FqBs+PLTF6Bep8Fz3EO+9/0GUsum\nrSC04XB8QITQRfD1dce+39CGhZorWemA191S6rUxoGJV26+blVO0lV7R236PJpVuHpXChEstVjlN\nbDOZb3SL82VVYnLFV9H2FVXIPiuvRe9HHNeIKPOkzqrkESqJqpI/a+bDb9neIq/G636EnkJYRB07\nS+8Iz1e2gbjSA497KWLnZeiZEUqko1XEKefMjM+VDaGR2fIqH4+vVKR43mq1iJ85A7k/U9S/c2X3\neP5+u+Evf/i/2JggsMnbhOY2dMZWGT+/VKj5G9CHYLSOfd9tR6gIqFyAuXrX7YrLVlDYUvRzvaDU\nMqsKKC4vL9g2Ri0EQsfQgd5uEOm4VLuOywbhCzpMRSxMqAxsW0UphG26Uq+XCwoVkAI6098UhtVN\nnQFe+9vt3gfZML1aOJxnPEAvF0b2sY4G84givZ8zmlgFWGUBn/k2Cp8sTI5UjMxLR56+fw09hbA4\nSmnmnyt9DHhECjkfQIaVR3BsNbCqFmPgv2f4vlJFVhMw++WzEDlSL7IAi0ZLv382ZEZrfLase/tH\nqdkAQEUgswYIzXobtRDqViGjoQ1B64LRbdVnYrxcr2Cqc4UHpN8s0Q0smrLUDXWrGCqo9YIBQyVK\nsFR3YjVSe2sAbPx6twQ3ImK7WmceTYXZIoZ7YFQx95XN5wHMF4MZ+SlgBHieUJsL0jimsU+dsqs7\nqw5Zncn9GttZodJsi1qh2kgZDUYe8PvEtrN6+yP0FMIid3wUCj5YsUNWXoWVpyOrHFnargyofn42\nbDmDrQJuIsKJdovszfE2HMZGxoltr1aFuJJF3/5KZct9dYRY4u/77QbpDZjJY0q1sGtRhVSzW3Ct\n896K1gUyLKWdjoH+9gpSC+wSIVQQbntDGwrmApC5OxkKUqDtA20AXUzV6fuO/bYDKlbpTAZYBNre\nAOkmuJjuXhMmBqBTSAhEO66bHd9mAWRz6RYUUtzeXh94K6sE/luOicjqbOSRPLEz8vAFI6s4mUey\nYFipD/HarC7FeZL5LfLPj9LTCIts+FupGnngVvpa7twsUHqo9J0FRZb8UShF11m8f3wu4FHHXDEB\nM9+ZKUv7rFrEFcTbjPeM91gZhFd9lN2q934aA7evv9guU7Vgpy4KFbW4C2VAbadoa1alfIjt/Hy5\nWPyEiAkX5mI7VcvcYQtgv70ZWqlXm/AiqKVgjI69DdiEH1AVaG+W5UoaMPveq5VZg1aDVUUhgqkY\nEUQJW7X+r46i2HbIqjwWh84r/JEKHPkk8lQ2aGahn9XLOH4rHsru/hUSzmp4vO8RMl3x2ffSUwiL\n3Cn+ghmyx9XaKU4CvzavAPHceH2e8EcDHc+LK1JWL/Ig5lUoXu/fowqRJ3QWHnk1ycwWg768/dhH\nmQHjs/febNLRhON+P2ZAdK7m854qGAr89ZdfQQCYC2qpeLls2JgADBQmbNvVks8IcL1+mXEQpt4V\ntipnBOBaCdBuKo52gGcfABhq2blFTdUYY8xQ8Pl+KlB6Vx9l7oyVMawmau93pOTvmt3reXxWCM0/\nV8bMrOZGwb1SEbKgB/BBRYwIJPNuXjDyeEehGPntR+kphEXsCO/cHMsfJ+hqsq4MONHglCV6RjNx\nwmcBs5qgeQJ+a29JRiqZqaKaEYWit7vqg9g3fo+VKpbRhT+jt+fn/PrXv6LdvgIkqOUC5gtAFaJA\nJ0LZGJ0IHQopBUMH/vHf/huUesFtHxAqhiBax+22Y4yB2+3N0u8VMq9HaxDpUO1QNq9LKQwqDKjg\np5dq+T7JhMRQtapmtgPFkAVZ9bN9uGfFii4DpnaovhdgNquGQoe5XR1dRPuO00odyIvQasJm3o3X\n5pgaP+dINYzoNfJH5MW82KzQbbZlfCsz27+GnkJY5E6Ldoo8Mf14vn41gY8624/5RPRVOQuoOHBu\nK1gNzgrZ+HfgI8SMaoXfJ4Zhx4kdBcBKiB0x6EooHtlQAKDv+yxhbDU2fHVitq3ie9vN40EAk6LW\nOUbE2LYNlS213cvLC5ithogXGeqtg6bBFFBwKRZXUQpQZsJd+BZzUyku22aBX0TArL9qNkyLBiUq\n07o5M3ozg4gtw5Z6f9v+FevzcS+PGPspr/55Uud8l1l9i3/ZM7dCebH/4/GMNuP5WYitnsfHN/Je\nfscfpacQFsCxxyJCvtyBcSBWUDtK6mxzyIO+mqhxtc4TH3gfnFwOMA9ahrurKuzxneKxONFjm1lw\n5OfOqk1+x3z/tt9ABBBZTgpih8Vs6fi74FoUMt73cjCZSmKh3gpwmRvLzC7Dlm3XEFKtaBN1kKsN\nNP0Xc68JqcPlGbE583sOAQRkdhG1mqVbYahiZgJnCAi1MJpYfIirU9BhXpRx7DrPQiMK0xU6jfzk\nq3hUmzPKzPyTxzYjhIw6InKJrthsfzlaUH4regphESW4D0COV8gdkidYnCi546LUz8hh9ZknI4C7\nYdKfN6KBeD8vhhOZLwooH+gsdKK94YhR4udKJSEyT8uKaVZCx9sBgD/+n39G32/gsqHPdxMd6ALo\nUPz08gVt8EypxxgD2MUyeVdSML/HKhAzQAQdMuMcLC6Dy4aXLz9bm2Sqh7lJFcTVjKvTqNqaJdPZ\nthcQVwy1/J1MZjgdavEW141t67qIBXGpKR+iMxMX25i9fHl5GFfvv5zpO/JURHURYeRYnpV6e4SK\nY98fuVMj72REsFrIMkrJ/PFboArgSYRFXuXiJMouoaxbZgGSBQzwviMwrgh+PEp3/8wGoYw6Vggi\nP3/WbTPMjM8e3zXr0/GclRoU+yr77OPzrJgqMzQzYQwLipIxoCi4zMhJnRGdcGRUKpgJddsgsEQ2\ntWwgtjKCTCYQVIG+3wAxm0MftiFMzY0BhYCrJeN11NJ7A2Dp/crMwl2YAWIMNVWmMM2yAoLqxYWI\nwLVCxQosl2KJd/qwFP15UuaVeTWWK77I560WprygZeEf7xufZyVY8v/5unieC7Jo9/i7s1lk70ee\n1P63gtHfCpyJ1ztlSRultB+PzxSFR+z8LNnzoMbrYtvRDuLP3lr7YOj0wc82h4i+/P8MsTPDxn6I\nNhO/9o//63+CS7G9H0ozA9U+c1AIbq3j7fUVUKALcH35ySqLjW5IAsAYHa11S+evZPs4iFEvX6AE\n20MCwegdow8L8poJclQBmupDqRvakFlP1YTYVk1ofblesA9z6/rz9z5Qq+Ws2F+/3l2/rXVY/VO6\ne0O8HxwlxvHLhseMePPCdBS/EJFnFg5HqlBUaTIfrnhohRby8/hY56jV76WnEBbeqd6x2Y0E4KEj\nI2IA3idHRCJH1wPHuQH8L5YZyH7yzFgZZUQUAHwUHDnLVlxxMsqJ7xQR1Uptip/xnVaCIfbZ+xgI\n3mYG7VrLjJEwm4EowExmmCzVYP/oUCUwVRS2KE/bTwLbJEZW7rCUit46mAi9W45PBe6bysr92c2Q\nasWO2T7Vxqx1uVc6a0PuZRSJq6kzgHlNVLFdLiilgsjcsqoCYszf3gWlx9vE/jhCa5E/4nhmFLha\n3PzcLGjiNVmgOMXFID57/C2Obab8bj9KTyEsHH7nlS+rIE7RFuDH8iR28mNxQLJOCeBhpfF7r6S0\n3z+uQPG5sgDJEzTeOx6PzOjfo/0jo5SVLSMijiPGyt/tPWFGxlItGxbIsk5xwfXlxcoAbBWXlyuo\nzBwSChRiVK4YfUy7A6MQQ8awsodk9yizwFDhiVjUDI86uh0btm1dZlo8VStUJDJtHmTCwDKNY7an\nAAgyFPuwew81z4urPDS9KaIyyxw+7gWJY5En0wq1RcSRBXRGmZl/I2VVI6soq4nv45pjKCKtxnn1\nbt9LTyEsgMfsVnE1jB2ehUpWAbJAiR6QFXyMQmSlJ2aGWK0AEUl8C4Gs0ER2qa5oJRjy/fzZ4gp0\nBHn9e9zar6L49U9/wFb4PWGLKkqd5QllQGfBHmYGCNh7m3koLLiKqyWScSNjrdWS7rZmdobRoKOB\ndKDSdIMSYbSBjQzZjPmMhQijW76KUniqJ7DAMbXn3rYZjl/YVI7ewEWhFOxSzKYmQR4qkK3QQlTd\nVipw7Ls8Vnl84zjnRSUL/owQfCxX6uPq2nhP4OOubW/vt6CnERZZQMSOiTaJvGcDeIRyWe/343Ei\nZZ0vw0//LX5mqJdXnDhJMzrx9qN6kye7v0NeQaL6katnrd7jyEiWGfwh2EsVt9e/QpRQ2OD+EAt6\nsmzdAECzpmjHrVkOzFrLPdmuKKHdXoFZC6R1nbYPs4NQqVZkqBSYs8SEDEAQ5Zm+r0IVVikd5u40\ndCEzurRg74ZQfK/KVsyl2odgb66bE8r8TWTMRMGPk8sFWvx+hAKO/o/IMC5cGWF8C63G58q8tRJY\nsS2/fxQGWc09eo/voacRFtkg54y/8gDEFXt1fGXfiCuv/w+stwd/WHkTysgGT79XDPLytiO6iSt+\nhrn+fDF9XrSzED1uQMr3X6kzWQ1yQZTRjQyr3KU6sDdL1CvTVTmsZiBELFkNsblGt1rnZNQZcwGA\nCuq2odQyXak8E9xYOv+uBKIKDIup6K1BiaBUrK0xq7bDUvhD1RLf9IahQBMBM6GJGTBHbxDY3g8z\nglZDHPQetk7M4PKxDk0ej2xXcFqpmXHcMu/kazLf5NU+T+iVJy6i5JUaFBeP+JwZef8oPUWmrNVK\nmF8uQynvtJXuvpoQOd+Df2aBkO0ZmSG8rXhOfKbYbn6+LJBW93H0lBli9fsKZmYVZCXoolDy30bv\nM6EuYNvTCwQW+g1gxlcAfczsV1Sw33Yw0T324VKvJtAg4ELoas31PrewD0WTBswaI4UtRFzEDKNm\n17CEu5at28fL6puqCHYAL8UEmRU+An5+2XBrwL63+2azPhP5jmGGzC3ZpP6WUIjnrvgvtrGyk+Xx\n8PMzGom8Fe8TF4W8uESeyYtgfIbIV7+FKvI0yMJpBbGzdPROWmXxdkGRCxBHilJ6tZqsOnZlWFol\nwfH/4zVZ8q/Ujyzc8nvHlTAfj+8U212tMBFx+HO0fUcp1TwTOt/HhSIEoHJ/X5llDb1UYa0buFQM\nsR2jhS2ScgjMH6rWDhPjsoWgtikgCiwR8BiCNmzD2rvqZxnFiQhj5ji1HbCmOvWhYMispDYAcpsD\nAJgxlAiocxNbHKu82kY1NqoLWTDnNALen5nisayOHiGBeF1EE5EnMh+tjK2R/48W3++hpxEWeQKt\npG4coJV3IEPNDPlXuly8ZxYaWb34WzpmfPZ8bl7tH9SA4IZbGeHie2aPzJHRNU+K2G/xd1XFX/78\nJ4tHAANgi6hiMvODAqJWKR1cULcL2vRaFEu3baoIMahWDACDGMwC2H9gVigUe7ccnR5+fds72vSk\nqCoqE7Zq3hLf6u7JbgozWhsmf9RyY6hOddGMICbEXM2YAotB4LJ9GP8VTM/9sxLMq4hPAB8WBb8u\nZlzPPHmkQqz4/Uh4xWviuHvm8jw3foSeQljkyQN8tEKvIGO2Dfix1XWrlTaeE5FDvjY+UxzkaLBc\nHXdmXpE/x7ZtH1YK4DH4K7aRDZ9ZbfqWwIi/uYACgNvXr1b2r7ur1sKq1fJZAfReKxRq9UKIFOqu\nSjJ9g5khsJR2CoZvJLNqYna8dTGj53YBl2Jp8Pg9TFxEDQTQjO2Y8EBn1KaCwLA4iUKYGbRgFdRV\nsNVidhAlFNKZBnCtisVxWCHNyC9xwmXezDwSVd5si4ttZ15YqQ2rSZ6FR1wQVwjEz/tRegqbBfA+\niNF9lYNispSN1wLvxr4VNAPehUpWD/yY3yczSWSuaPiMnhtvIw6cP5O3G5/Rf/tbrlW/Jq9mR4zt\nx7KlPDPp/d3GwO3rr6izrgbmqtzHwOVSoZhqXW8AGMKEWs2FXeoG5m42ht4BtZR4Xd/fXeemMFGy\nuAcGSAtEzc1ZLz7WBLL9adM4ChMMZPlAx1CroC6K17vwnJ4Qsd8BgLhA1be1E/ro+Pmnn+79eRSn\nsEKwR0jVKSPgOKZ50Yr3i+pDnOyZn/J9nDf9HWJ5g9hGnA+/BaJwegpkAXz0SgAfDTv5M3aiBzA5\nxe3mUX/LMD8KED8eI0jjIGQYGid+hoxxwub3PBJkGQWs4KjTEdNmhottZAZWVdxuN/zz//jvUBV0\nGTZJx7Bq6lPdwNzI1foAAdjfbmi7ZbMC11kzpaByxXXbzEg5zMsCMXQhwMyNCSjUhFEtELHQ7QFC\nE0AIGKoYKNj33XawbleMYfVWbVO6eUBoog+zi5hKZLlTbUMaYCLjp3/43cN4ZN6JFCf7Cuqv+j73\ncx7blSDKdpHI6ysU4Nc7mo22k4gqImr8FhL6HnoKYZF1uPgXV1fgYxi1f4+GJJe6R+f7//G+LjQy\no0Sk4s8Qs0CvVAVvf4VWgEcjWfSY+G8rHTUKg8yY8fejlSmHJr+/78Avf/ojhqghitlv18sFJHrP\nIaEKg/izNoiIYp+Jda9bhcqYOSws1Z4DFZl5KAqZK3WrlstiK2zlBcbA7e2GvTV8fX1F6+YpgQq2\ny9VUIRkgKG5toPc+81dMG8wYqGUaQ9WuM1RiRZHHGLi8fFl6DVZ8F/s+Tt6soq7U5SPYH/eIZNeo\nX5cXyTjuebJH1SarVSu1Jz/b99JTqCGZwVeSMK7iwEcY7r/537e2Hme1Jd/T3aNeZcyv8/8B3IvV\neDurnX15VY+/ZQH0LQQV1Z74W/SO5D440ovjvccYeP31V7z98mcoBENsEls7YntCRADtVneULQX/\nGMC2Fah0MGzTF7F5SKDNnmEaFm3PyNwlqpjCZKCyxVWIKi6XDSDG5XoFkT+f3p9xdFN1alFwsa3s\npAIuBXsb4DL7ROekmdcymWDftu2hbzJPZKER+2nVf0f8E8f9SDh9S42M91oJDv8/osej4kaxrbwg\nfS89hbBY6dMr+O6UOzx+X+nocUIeCZysD3pcQ+78+CxHrtuVGhUpC8OIZmL8w6pyVkQsfm2+Z3yn\n2F8RpgKAiuAP//K/8frnP1hot3lOMaQDIMtsNTNtFzZhKUPv29OhwNu+4+JZs2SAXYiqoqiCuUJV\nADKXah9WImD0HZWLeTLYfq/oUAUqV5TCVoUMAPOGWs0WwczQ3sHFoj0ZAmi1auxDrPK6WObx0RtG\nG/jy8z889F/uq6MJHMcrCugjdWaFBnPcyxEvZKEf+ScvBvF++V657djWjxL9Fo2cdNJJf//0FDaL\nk0466fnpFBYnnXTSp+gUFieddNKn6BQWJ5100qfoFBYnnXTSp+gUFieddNKn6BQWJ5100qfoFBYn\nnXTSp+gUFieddNKn6BQWJ5100qfoFBYnnXTSp+gUFieddNKn6BQWJ5100qfoFBYnnXTSp+gUFied\ndNKn6BQWJ5100qfoFBYnnXTSp+gUFieddNKn6BQWJ5100qfoFBYnnXTSp+gUFieddNKn6BQWJ510\n0qfoFBYnnXTSp+j/A8fl0dC2FmMeAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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yjA613aA6r5KWzs+ydhJcaiymZj10+SSFlLPaJc/v/YEf4rhP3Lm74ubN11mu\nNrimwbcdkUzbzWiahpQhxsRqvTn11JP5yHwtq6XrXNdLSolXXn6Zn/mJH+dkvebuesndfkUfe8bY\nM4wDMfakNIFXSpCyI3Qt7XzBD/57f4obDz18jnJbLFK3ndU+8k/LaemGLLu8pw2HvKcdrnReuj5l\nPiXotLQOazC08tRgJ3eRls8y/JAyWN6hNZ19s+FKgIVWIA0UusLLNX2vZrlqvzUQlFCj87U8tOLq\ntEsDa7pfrI1mITceepj54XW6WUvykJwn5UhOA95lxnH6y2SGlOj7nvVqea6MWuGkosn7WkFL3HEc\n+eozX+GFr3+V5CA7cH4aBmUgxpFhHBnTdCoWzuGYOsP+fMa73vveUxdvqw0vqjtZnl1LwtZknmW5\n5TMlaHDfBQJWPekyaLlqcuigAULXhRx6WbJINqEdCN8OoIArAhYSbXVlWrRUI7UebtSYiUy/Zl1y\nPv/2MR1kPtZYF86DhGYQEky0Euzt73P9oUcZ88B8seCBGw8SgieEMg71kP00wZki6/WGF194AVlU\nad00QFkAWOLK59erFZ/8zd/g9ddvs+43DOPIejMQY2KMEefY/jkgAJ7QtLQh0DYND4i5Cp2/bts3\nwwBlG1jP6vLpYLEIqSea6e1iX5opymAtYVvXtR7C+Q1hUt6a3jrnTk9jG8exmt9bDVcGLGTY1cga\nEEq4aJLOUigNMOV6zSlMylry19ajyKLv16i3toLee/YPDrj+0IPMQmC/bVm0DW3r6RpH62HRJBo/\n4oGcIqt+w0//6N/ma888ey5dWU5dH7pDafk+/rF/xq/90i+x6gfGMdMPjpg8x8v1BBgpM46JOCRc\nzJASLkf25wseeuxx9g8Oz9SZLrfF2KQF1RZeyi7b22oDbWRkO8j8LfCxAE3Kp8uk2YfWT4t57NJx\ni1XI50o65VzNcl+/p3WX2/hbCVcCLHTlaDpnddbLAEytUSwKZ+Wl07JktJS+NkbcNXEl/7z3zBd7\njOvJ+Wns13Te03hwacSRaIInpmmHZ8yZF5/7Op/75G+zXq/PKZW0tLtYmpTROcdnPv0plqsVbdtN\n52yE6ai82WxBBnJK07Ku8+Ag5cQYR3CJvcNreG+DhAZ6aflqk4uyDLotyvN6TkR+ahqvVwt0fWjA\nsnTpIkZjybrref1MKZM11Mg5nw7xpNemBA5Lv+8lXAmwANsSaiUBmzXINHSwwEU3vFaYXSxEK6GO\nowFBlsGyblZaXTfjvb/j/TTekX3g2vUb7M1mzNqW/b05XRs4Pc4yZ1JO3D064pd/5qf59V/71dM0\n9cqOtjZamWUd9X3PJ379X+IFwR6rAAAgAElEQVRCy2qzZrk8Zr1es9ls2AwbUop4DzjIPpOJpJxw\nHvCZ7/ye3w+cbbuUEpvNhtdu3uTll1/m9ddfZ71enwEobQ2t+ilxNXhIoKlRb5mupPUW+Eu5LYCv\nMZ8ig3ap120uDYvF/Ep+Uo5drEvKoNnx2zEUuRIenFC33JJWlfs1lKyh/2VQtcZYpEw6Hw0iFh3W\nz2slsfJs2pZHHn8HbdvgHZBhbzEnePDOsVr3+Mm0k0nklFhueubrNZ/9rd/k3/4T/67JnqxJMm2R\nShmOj49J2TPfu4Z3ibt3b+Mc9P2GwEgI0yRnwkPOBO8IWyaxf+0GT3zb+3DuDRf44+Njvvrsszz5\nqU/x5Kc+zWq15D3v/TYefuRhPvAd38H3ft/30XXdmY1PBeAuMgrSy1EDh35G68hFHrk113NZv1YH\nlmla7KCkrd26NXBov59Sp9pZqzzbNM3pkqo0YN9y7t61exa1t65ZHbW25FkqULOFkraF5lou7Rwk\nZdVpy1Ces8pUPh9757tY9z1+HPFkFvP9LXV2kKfdnQ5I27mCfthwvN7w1aefPlUmbbmkrFIRrXtf\n++pXSTERxzVx7Lf3mfaoxEyMmbbpyIBznpSnreohOOZ7+zzy+DuAyTlpGAb+4U/9Az7y4Q/zyosv\nM8YEeL74+S8RgqdbdPwXf+G/4g9+8IM89thjZ2i11cn1d9n22vrWgEYyLenMJNPXwxjZsaUOSVmt\noYcGBL3MrnV3l77LdpMGqnzK94PUgO6thisBFhab0CCgO6UFDJdJu1wrFa7nDXQos8u1IY4lk75m\nWfVa3uWZRx57nNmsIaeREBJ96iF4urYBIimPjOMGUmYYE3kcIN+GOPD1Z5/lfe9/vwmANWYh6+pr\nX32Wn/7xD/H4Iw8Tt0OLOPYAnJwsuXvnNpBxzm/fXZrIKQKZnBu+9wd+iCeeeDcpJb767LP8yN/8\nG/z6r32U/YNreA+NCzTNjNl8wTCODP3I3/7f/wZ/52/9H/zxH/5h/tu/+N+ZgKDr3uqcTdOcs7a1\neii/LYpugY1+Tqep48r0rfzl0EEyBefcqQ9FiTuO46kuAmdc22VectVNpnvZ/rIrXJk5C1loy+Va\nW8lyr6ZItWCNSa17l5l0tRTAmkC0gEKPMeU1mEDqkSfeQ86JIUWyh5Qjm7GnaRvYLlmmnMh5hJTp\n+5HNZsOzX3yaoe+rclv1Jy3c17/6VW6+9ALeOzzgUqLrAnt7C/b35sxmHa33OAacj3h/dg7kd37g\n22m7juPjY37hwx/m85/+NN1sRtd2p16g2WXGlABHKJONKfOxX/n/6Leyy/or6evlXd1G2m+lZnis\nNrTqSV+X+e0KWodLsPRKdugy8VpWNuS8ipRHe4fq/KSLupbhrYYrAxay88hKgTc6o7aANcTUlK72\nqfOwrL58RgZrDCgtg6aq5bsFKhZ1dc7x+LvfRyYTcyQDTdcxW+zRdNPqRMKTcGQHY0oMMbEaep7+\n7JMsT07OgZ4uh8XSvPc8++UvM9/rcI2bDuKJicndKtJ2DZ2H4DLBORoHIUDTNtPeEB949PHHcMAL\nzz/PJ/7FP8cNK1oP3jvms47ZfIEDgg80ocG5gJsmQFgen/DKyy+bzEGuYNQotgYCyz1/l87U2FZt\nuLAL9GvL6vJTt0PO+RTw9CRliVuAROep/YNSStVXYb6VcCXAQjIKqzHkd608slOWtORzViPLoGfE\nLVfx2jBEBp2nNb6U6Vppys7gnOMP/dCf4OCRJ3j91l02Axwv19xdbVhmx9jOyMFD4xlzIqaBGEc2\nfc9v/fOP8Zv/4uOmBbXqRFvTr3zxKdbrFSlFEpm2a8n9SOx78rhhPm/Y359x4+CABw8f4IHF4XR6\nlm9oZ3NuPPgQznt+4u/8X9x95XkO9mYs5h3X9+fszVq64Akusz65y2p5xHp1l83Qk4EQGj70oz/K\nrVu3zEnK0k56+GAZDsthTv7VjI0GbqsNrXrVHVvvApVxpOOXTkvON0nWUeLLlxXJZWPJYqUn59sx\nuQlXBCxk48nOf1EHlxVorc9bbMJaTixpwhvr05qC1iq8trYv8y2KoVmNVj5Z5pwz1x98kIff9V4y\nDZuh5/bRMXeXa5puxmL/kNC24B0uNFuWkRhT4u7xMV948tNnZNDDj1JnkrU5N02e3n39JvP5HovZ\nnNlsTmga9g8OadrZtELjwXvIKeKZVkI8UzqND6fzBl/45G/i0kjKkWar4E3T0XUd+/uHdLM5XTdj\nf/+Q/YNDZrOOGEeeefopXnrhhXP6Ucqxq01kG8v2sMDSemmyjGMN0XR91gydzN/Sa+fcmb0d1jBI\nDsEkS5K6WtKURkbquAalewlXBixq1q5c01RZd0z5rE5Tsg49vKihuw6a8lnxNVDoDioVRv7WnbfI\neO2B6/zRf/8/YHHtOskF5ocP0O3tsRkixycrxpiJ2TNmh/MNOTlSHFktl/zmR3/59P2omi3pspyp\nfyCNPXkcWcwXzBcLuv191psTTk7usFqtaJtmAogu0HSBpvEcLmbMGs9ib04IgfVqRZsGFvM5827y\nDZlOAE90TaBrGw4PDtnfm5HSQNM2ZDLj0HPrtVf4pZ//sDnc1Nd0/V7EPnRH2sUs9EpSLch8tA7u\nYnQSCPQQwmJAlrwljnTCKnEu2rbwZsOVWg2B8/4UGs1r1kKPvS2GIfOSHXRXp5dpaStSe0Z3QG0Z\nLRdw3SHK9es3bvDo4+/gheefZ4jTORIZR84J3zQ0KdHlGeCJOTIdM+E4Wa25fesWj83nZ/LU9aHz\nizEyrFZs3IZhTPTjQEwZH9e0s475fMFmecK2NKQM3nkS0AY/zUc4x2q9ZjGfg/e4piETabuA9zP6\nIRFzZhh6TpbHAKQ4MPQrYhxJ0fHaq69U61G3swy1trLaoqYzknlohzFp4Uv82hK47qTWkEIzD3lN\nMpACFGWpt3yWeNZcjkzzW2bOQhdKW78Sdo3Baj4Xmgpa9L+mcPqaRUvlZ/murYC2gvoZPVkn8zk4\nvMb7PvCd3L5zB9z0esPVcslq69adYiSPA468dcee6iaO4+QrUfGzsMB0+p3pupYbNx5iPpsxn83Z\n2z/g+vUbHO4fEHwgxUhK09JpKuVwntB07O0fADAOA23TAI7QTLtmxzgwDiv6fslqdcJrt15luTx6\nw3/EOVKaJuRuv3bzTH3omX3ZrtpSW0EzO6vD6t9aH/Tz5RnLU7NMLFrpSx2Q5bLk1e3Utu3pc1IO\nDTC6bt6OeYsrARZWkEheglZuDQSWouy6B/W3hOmhkWWVpYWRTEUua12WGcn7Mk7Xdfz+P/RB9g4P\nCaFhMd9j/9p1bjz8KG23IG3fKTqMAzlnYkrEnOjjyM/8+I/x8osvnLNeNU/TKV947eZNVssli27G\n9YNrHMxmtN6zXq5YnywZx+lVhU3TMpvN8E3D3mLB/sE1rl+/AcByeQLO47xnTJHD69dwLoHLHB5e\n45GHH+OhGw/z2KPvYm9xwDj0bNZL2qalaVqWt2+T0nlqLTuBtaKgAUW3nyyrFbd81w5YRVekDpQ8\nrYnMpmnOrHxYQ5uShp6IladuyRcHxRhPQUgDpAQjveQq6+9ewpUAizfTyeWEjaZvVij3NaW0UNjK\nv8TXjKY0Xm3oUX5ri2hRam0J5ISV954bDz6IyxHnMjFFlpsVy/UK78N0rJ0L0+7P7cayIY6knHjp\nm9/gK1/6EnHr/ruLCRVwTimBD3g/vXOivCgI52lCR9N0NE2LC4GUmZZAm8BsNqdpWsatj8Qk+1TG\nxrutc1nAu8ys63Bk9hb77O0dsL9/MMmUMyG0tE3DYt4xDOOZ+rI+ZXks5raLtVntbF1/ozxnhzRF\nH4oHaPGe1EubUi7NQiz2YHmuppRomuZcW8mVkyKHdN+3WO1bDVcCLGSwlEF3SH1/17MlyE4pJxhr\nncgCET05ppVHWw2Zt2YNtfJYILK/f8A4DgzDwLpfcXR0h1u3b9L32/d0ZMgJMg7vA8FN+zZee+11\nvvTUU6w3mzNyWvnLa03TbF23G9puxv7BNULoCO0M5xuapiGEN8qecaTsGGPGb2lyipGu62iaQExp\nckvPmZyn/SUpjTgHjkn4uH3nCEyTrMMwTdTqOtQMQ4K4xdr0fTh/uFHNUEjw1u1j6Y3srFoOPQGq\ny6MNiw6FcZR8C3uVoKEn8jXjvddwZcCihnzaEuvrmtrrtPR3y49CKsAu+aSCWJOc+vnaMEk7/EjZ\nrNWZbjajbWe8+upNbt+6w41rD3H98Aatb9ifHbDoDsAnvHOAo+n2aZqOGAc+8nM/y6c+8VuXqlfn\npqXTPo2MceDk+IjVyTF3b9/m5PiYfrOGnOm6jtlshmtamm7BYnZAwjPGkeVqQwiBpmnJQNe2zELD\nrJnRNC3z+ZwmBGZtt52gSwybJZCZzebgYN62pHHgV3/5I2w2mzN1adWzpTvW6oTu/DXdKqxRdjht\nOGoWWw9jLFCT8xxaLj3votnrOI5VMLJYq1UPbzVcGbDQwaKGOtQopBVPxtHWXE88WQBQqJ6OpwGj\ntsYv5SuedSVNC/B0J37g+g3IiVk3IzhPwOEzHMxmzLuG4DLOJ2azbqtU016N5fFdPvupT5r0tshy\nZgi0laFpPJBxfjqhq2lbZt2MWddOvhShpW1avG9I29cUkjMnx3e3Sh/JKRHHkcZ70jAybDYM/Qbn\nPTlH9g6u0XUdYxw4OLhOaBpKTfbDwGc+8VvcvnXrXPvVhia1trHqVbeZrIOc87m9GfJZna7szPJP\nPycZrdYbaUhkOxVfEAlc8tCbGhjqeno7VkOuxNIp2B20hNrwQE9C1SwPnD+BWzfWrqCHEJpV6OUq\nzXKkIkgnMufeWBaTygRn3yjlved3/77v4dmvPE0ae/b2r5HDguhXOAfBLdis5rjQ0rZz+qHH546Y\nII8DH/m5n+HP/9f/DfP5fKeFPv2dBjbrNTduPEwILf1mMw0hUj/NQ0xvNKILE1jEDNN8SmLop4nW\n/f19+s2atpvhnScCoWkBDwmSc9x69UWGYY0nc3RyTEwR7xuc8wwx8s0vf4nPf+ZJrv+RH+STn/gE\nn3nySV596SW+/swz3HjkYf7Uf/Sn+d3f9V3cuHHjDIWXnVXqi24zy0KXYOmVZrN6KCKXL/XyqtYL\nqQfSiEg5LN8JC+Sk7uyS417DlQML2blkwUuosQSZhgyyMnUaJehhga782jDHyl82vA4SAGRZaxZG\n5v2+93+Atu2Ydx1N8HjnGNJ0WlY366aDdMkTC6Aj5UwgMUSmA2defYV3vfs9Zl4yv5wzOUYg4nIk\nDlu5SbRtmLakZ6YTsZh2nDY+0LtpC3s5jSLlTHDTfETKAee3YJk97nSZ9ZAU5+Q4sh561v2GEBpi\nniZV45j42jPP4ELD//nX/jond++w6TfMuo5nvvJlnvzkJ/i3fuiP8Uf/+J/gD33wg2faRFt8DRxS\nJ6z21sCuO6VubxlHT2LKetYex1o+uaIh5ZE+HkWXLJZcylfOEbFW+95quDJgYaFf+b0LKS87TJHX\nZNo6P9n42ippViEVr0Z5S6gtA2vGIxtd3nvXE+/mxo0HOblzh1k3o2k8KfYwRsYx0oSGYRzo+56E\nJ+epw5Id45j59Cd+iwcffoTFYnGaj2RmpxQ2TsMHt91yDpP1ijnhk9t6bzZMbzBx2/sOt92yvl6v\n3yhHTqQ40LQdY0qkNOBdi/OBzXpJHEZiHIljT06R4MC7ycnLAcfHS37+H/0M636Dyw1NCIxh+5Kl\nxjNsNnz05z/MFz7zJL/n//4Qh9euneatV8ykRde6ow2Q1hOLmWiQ0AZAt79uz13DG5nuRenLFRGp\nt7uOVnir4crMWdTQT1bMm53R1Q1brpVK1oqxi3rq/LUiFDDTVq3ct/ZhaKDT5ZPpPfGe9/Jn/tyf\nxzMwDEtCgBsP3mDv8Bp7B9fYWywIPhDjiHdME4x+OnXLOceP/q9/nX/0k3+f46OjM+nreu77HucD\nTdvi8dut6CO+ndMurhFm+/RjZOItMG2VT+AiKfVbxjGFNxzEevYOrrFY7LPY24c0gdt8vmA+X0wv\nVt52lNn2mfVmw4svfJ3XX/oGXew53JvhfAafSH5kvpjhHbRN4ParN/krf+l/nE44x172RFzXndLS\nE80GJPuU+qKBQba/BRwauGSaOk8pqzxBTDMmy4VdGte3Y74CrghY7GIHcH5oUnu+lka5LyvS8n+w\nhjxa6aT3n1QMi+lYaVlr4NrqlT9JZ5um4Yl3v5t3vOOdrFdL1us1MUWaZpoAa7s5rig04F3GTYsj\n+O3E4cd/8Z/ypS9+8YwSWjQ55jfOUkh5Uri2aSb2AOA8zk1Dkrz93w8Dm36AUocZckqMY5x8Pzab\n6Zmc2fRrxjgyDhs2q2PGYUNiEnZMCVLG4RhTZG/WsL+3YH+xYNaGaRK36yYWEsLk+p4yT3/2czz1\n1FOTO7waiugySmOhnZcsVih9dGSouf3LtrV0UupP0TutX6Utcs6nx/pbYKbjSrYoAfHtCFcCLCx6\np0OtMXc1iKaPNYsun5Hy6N9w9tAROD8jLTfvSKW0GluzFTncsizYw488ynt+x3cQh5Fh2DAMPSFA\n2zaQ05bCT67e4zBAnrw5MzBEeP2VV/jYR37RrNsix3Qik6edtTSzjtA2zOYzUhyn1Y2UCN4xxJFx\n+/6QlOPWT2KLToBz07JpGwI5T3kE72hCYHIKmYYoE9DNaEIHTAfg4DJDjOzPWtomsJjN8MTpCL62\nmXa+hoDL0wldznnGceRrz3yFYRhO610DgQzaD6HUs7boWg90x5NtrK28pW96yFraW7uHy1URy5u0\ntFlZtZHvzi3tWMpU4t9ruBJgAXX2oMfw5Zo1TJC/S2VbQwILobUlqs0dWCsqGlQkkymy6HGpXHPX\nQ6MaqB0+cJ0f/o//LHlYcXTrdbyf9oYEn7m2f8Dh/sGUTkzTqoJvp3Mmti9OXg2Z3/roR/nSU1/Y\nHof3Rh0XWY+Pj/B5a+fddGBNGkfanIjDQD+M9MmR3bSEt9n0nCzX5DStkHg/Ke3J8TFjP9D343SW\n5xDZrJbEOJJJODdOsx6hmZy2sgPfkZ1jSAOZzCPXD3nw+nVu3HgQ7x2ztmFvNueBgwfYmy1o2xne\nO7yHHBO/9I//Xz775JNn9MoaVtaMhV62lO1d2szSO922u3ROTlRajEc+Iw+ukc/DWS9RaWRKnF0O\nXm81XBmwKEF3VGt8aDW8pO4aeORvyxnGsvwWkpfnNUDJoIcW2jnHiqPZj7Q4WvkefvQxDvZn+Jzo\nNyt8cMy6dhpueIf3brL2MdF13UTnY8R5NzltOcfHP/or3L1794zMJd/1akXjG1xK0xkUgMuOlJjQ\nwzmGcWAYRsZhJMZEnkYieB+YzTqcc2zWa9qmobh8A8zaFuJI27Y4P3mB9n1PTpkmeMKEN+CmIUzT\nBIL3pBRpvKPZHrDTdQuc88zaFu8cOfd4l1gtT/jCZ94AC2m99VyBdpjSbSgB1DIuUg9q32VaGhjk\naVjSQGgjU9KQZ19o3dF9w2KrNcb+ZsKVBgvZiLLi9H3v/ZkNNrIiNVvQs+E19mH9ls9pINEKIjug\nFb/IosFBN6pu6NA0/Mk/9xfYP5ixHnrGsSc78POGdt6yt78ghMwQV2z6HgfMtudP4BzjOPCr//hn\n+Zt/5S+dA8ecM3du38YRiNmz7kfG6CB7xilzYkykoZ9WS3KCOA15UooM48hm+x6Q9WqJbxriOOCd\nY2/eEVymazzZZYaxZ7VcEYt1zNAFTxMCw5gZ+p5Z2/LAA9eZdR3jMJDjyPWDa7jiz5EmJ7TFfE5w\niZAzH/uFf8p6taqyRKlPu4aksp0kC5TtLTu3BKKLmKb0q7HOnJDDKN0+mtlauqOHVjr9txquBFho\nKlejeFbHg7OrDbvykI2qx56WhZEyyGBNUFoAZDEf+ZzOV4OcVUbvPd/+e76bJ973ge3kIeBbfJg2\nd/kweUfGNL30h22+E5hOrxxMOJ75wufPrIwUOdebNSmXcx4nRuJCYLNZsdmsiePAtFDqSTESh5E0\njMQccWQOr02vLNys1yQSMcXpyLyUaJuWtp2dHjgcgt8uuU6MKG9fquxSxrlA080mi7rdR5LiuB1i\neWZdS2haunZiMm0TaIJnPl/w4osvmh1Ll1V+6nbRQQK7bCutEzJ9OTyQoCOBqqxySCajgzQocriq\ny1XuSwAKIXxrTXAC5xpX0yfZoWRD7wqaHcigG0YrjO7Q5Rl9zZJDD59kA0ulsdiGHqoUxZLDmYcf\nfYzv/YF/h3HTc7JcTpOOoaEJLeRJAZ2fOmLOGVfky4k+JoYxkcaRJz/529tNXW+A32a1JpNx3k3z\nHU0DYTrBql+v2Gw2DMPA0PcM/TQMSSmx6UdiGrl1+w4xRo5u32aMIzlHtqRmalPnSWn63oRAV7Zy\n+4D3AVwgboci0xF+W5+BOEwTpu20kW02WzCf79G2c3xoGeK0W3Yx3+Nzn/7U6Qnh1hCiRuetuQQ5\n6WkZDuAM85D39Ts8tHEpacu2tfTCYroySNkKUMgVlPIagXsNVwIsLMagO6PVmXexCctKWHF157To\nq4yn06kNYTRbkDRVD4VkOeHsNmaLfrZdxx/8gR9iERzru7e4dfNl5t2c+eKQvcU+s7alC+2WeST6\nlBjTdPxeztMyZx8jP/bX/id+5K//VZ5/7rnT/I+PjgihgTTl2fdr+n7D3aNjju7e5uTuLe7evc3R\n8RHLzcDJuudkM7DZ9PR9z3Bylzu3b/Hy89/EZz/NM6QIOTOMEXwgJkdO08YzF6YzL5q2xYdAG1oI\nnuwTs9ls8lj1Hkfi8PCA+XyGd5k4jvjQMKTEkBLJdzjvaJrAz/0/P87TX/j8GQCWoGu1ffnURsSa\nVNftpucfSofVy/NaB8r9soKj9VCmpZmL1A2t53JyP6Vp67oErrcargxYWNZZDj+sypIVW67rYIGN\nzqMErRiWt11NvvKcnuCS8bWMeswplUkDls6/7Toee9d7IWVIA955Gu9OJxW9E16ozk2ThjjYvq9j\nM8JmHPjcv/jn/Ozf/wnW6/UkR55YShxGsp8AZoyJiGdMmdVmOulqHNaM48gwRvq+Jw49cRy5c7zk\nV375l/nm156hCQ1taLdKm/GhmVY9eGPZzzlIZLybJjm9n16H2G7ZSN4e2ee9IzSBrm3pNz0+TL4e\nXdsSmuk1jxk3nRzu3ekQS7e35UlbGwZaTK/8yU6s2a5kCpajX7lfVjSapqkeaiO3vct0NKjtMqDS\nqexewpUAixJ0pVoVIjtUCbLB5PPyuwYkqQx6qKDv6zRry6jlmqVgMo5O1wIyTVu1Ijjn+H1/8Ptp\nvGd5fEJoHE3b0pSj9ZzDsT3ExvvtMGDqUGOGMWXWQ+Z4veEzH/84v/qLP89Lzz/P3du3prmDMJ3Q\n3bUd+IaMY4iRIY7EMpnZ9wzjSIqRTd+zGSNk+N/+8l/iuWe+DKGZVj2cJ6aEb7otgDRn2nErLsE5\nXE6kHJnNWjIe7xuapsNtrWXTtDRtQ9MEfGjATQf0jLEHEierNXnoGYbB1AP9XTM7WcdyIxec9bGx\nmIYGHss71Lk33i4mjYFkA1oPtFNWkVPKX/IuDMLSuXsNV2JviC6w/K5R3upcegJIpml91xWor0mK\naAGMdepWsRa1STCL0ZTnrN8lnr4v0/mjf/I/ZLNe8pF/9JPcvvkis4MHcMHTzRbEBJs+T9vBAeen\nlxLFNLlmD3GcVjl8INHz0z/yIwBs0pK2nZHdZKHJiTRGxmGDYyTnREpu8tuMI2k7LzJEGNOaaerA\nMfY9eX/BbH/v9AVJZQKzaxpciqzTNOnqHDSuJWUIrSdsHHvbuYmEJ43DdDqX99OekjgyjgM5BTKZ\n9bBh06/IzYyT47vsX3tgOl1M6I9eeZIdTrO60nayTeU9PdTUuiuHEEVXdF66TfX7aWX7S/0pz2tm\nU76XJVY9nH47wOLKMQtJwXWFWmhp0f5dFWMNEWSF6gbSFS5BScsonynfrfhSdvlpDWu03FKWtuv4\nXd/zb3L9wev06zXOefYODqcj7kJDs33Tec5u6xqdYXqHGc7BMEzM4GTTs+wHVuPIehjJeGJMbMaR\ncXtUH9kzREh5GhaQM4kIbF3CXWZI03tLQmjoUyK3De28o5m10wpLnlzJxzQypMhmnHw0Utr6VzDN\na3gHXXA0TUsIzemhwG3T0bbdtFycExNPyqendsXtSk83m7O/v3+ug1mrDZJNyE6l20B2SmufhgYm\nCTbWUBU4M/TQelfSKiAidUvLrMFLAuPbtRICVwgsLEsrG6IGANJNVjOBEizWYQ0x5GdNsWQ+JR1r\nuCTzseSSSiLz0+Us+WirWKzIt/+u7+LP/Jd/keOTY15/5UXWmxO62Zx2toAttQ1NgBwJPtEEpmFI\nzNPKyBYwXjk64tU7d4hxerfqahjAt8SYWa8301vP8EQ3ndgdU8bjiNvdqUOcvDn7zfQKgH4c6WNi\ndA2+W9APkc16QxrjtMnNOXyzz5Bm9DHQpzjlkSEwveZwcg3PDJuBg/1rxDFycnSHnCMhOIKfThEf\n+g1N2+HDBIqPv/vbeOTRR029kfVZa9/adT3UrA0vdZ6yE4/jeGZlTOqk9rORE6Y1lqkBTuuKHpbc\nS7gSwxA4v5wlGYa8Xr5L5NRDBR2soYf+rhmCheYyLT3cqDENLcNF1FVaBRlXM67TegiBb/udHyDn\nRD9u2Esj3bxjtpmxXK7IfktLfcA5TxpHmuwZ4zANTbYOTo5InzKHi8kHIsZpBWOM47QE6mAcIjH2\n5BgJ3pPxlBMsUhwhb1+v10zMIqVMDkzvMmln01xsTBACjgBucubKKZET2xclZ0iR1nsa30Celn6b\n0NCPI107o9nbI2V49fUjhnGDy9tJQxxjyty48SChaassUnb0izxyNdOwQF9+6qGobD855yGfrzEf\nS1/Kp9YVXbZyfTov1UPDACMAACAASURBVN4I92bDlWEWMsjCyoYtoTaXUEtLo7G8J1Fe39OdWadb\nGyLJe9oK1IYZJcgxp/a+qzGewweus9jbZzOOk7v2rCW04fSYOhfa0zMuQtOAc3RNA9kxjCPBOVbr\nkZwyQwbStDckhAAOhjgQx+nciThOzlpjnPZzpBymN6ON2/mM7CAHgptc0J13ZAcR8O3kD9H3A+M0\nlsGRSSmy7icLOAwDLjO9OrFrcWSaZjowZz7fp+s69vYW+OAgR5xjOzQZpvR84NHHH6frOqDufFfT\nGYsZWLom2YlMa5feWisxJVi+N3JJtvyWcaTnssWay+dme2DzvYYrBRaWFdfIbj1jNc5lmYT2o9f5\n6s5Z8wos9yzvTXmtprzSMlnXtYyyfG3b8if/k/+MzjmO7xzR5MBib0HbdoSmrBwEuq6daL6ftrRn\nMi60RBxtO51PsekHZl3Hqh+5fec2d+7e4vbRHY5OTlitB1brnvUmsd4kVpuyMjKQgRinuRB8iwsN\n45AZh4wjMPNhYhDAkD0xwcnJXU5Wd1j3JyzXxxyfHLM8OcHj6FroZiNxvEmKrzMOdzk82OfBhx5j\nuVpO+11CIISWnDI+N7jckWLk/d/5u6Z9MYrN1cBBu2FLQKkBuzYyeihpTZBL4yRfG6A/SxztmCjz\nKZ9l/kTLI8tUW85/s+FKDEOsTq6XQ2sbdC5TEdYkUG1YoBlFbQ5FP6tZhh4+SbZgDWssxZRl185Z\nOs63f9fv5fDGg9x+5VVICY9j1k5zDoWt9DERgie6QNwe/rsZBhrfskqJzkNkOp6PFMnJMWxG4jhO\nrzGMCRLbDWmZ0DSMOZPc9syMFPE+0LSBIWY2wzh5ZZJwAfqYwAUyiZOTk2nvybCl027yAnVbZ/Jp\nUhXa0LKOK9p5w9AvaWaZJnTEPEyvKmjZnnidKVvfr11/API0naupuQXAks1Jeq/bz9IlvXKhh4tl\nRUS2WcnTGmJrXdKu2yWuvC7vSQCRqzFvR7gSzEJ2zPJ719BCPmNdqw07dEez0tAefhchu0U3ddAA\nUcu75K8Bp1yXsmkFfuLd7+G7/8D3k1Jk6AcW88W0quAhjyPBh+kAm6KkDtrZnMV8Rspp8n9oWnzo\nwDWT5ctTR+w3I+u+n3azUs7ISNP8xXbfRhsaFrMZi9mCMSaGMbPq07TKMmw4Xves+4EhRo6XSzZ9\nGdJMddOPEe+nowD7fmCM0G9GvGtwOdC2cxYH+2SX8c7hXMC5ADhgcuTCJYYxMl/smXUk604Dv24D\nudpgPSOBX6cvdaJpbHvsvT+d7JTPySCZb+n05a1kJQ3nzh6hV+TSb1h/O8KVYBZgN5rV6WuobimD\nfAY4g77lurQ25bc1ftQTrlpOTWFLsJiPZEXab98CFottaYt3eO0af/o//bO89M3n+NrTTzOmkf29\nfYZ+mCYzcwbnp/0eYbLcOUVcTszahk1OuO1k6HEPfXI89+rrnBzd5c7tI/p+pG06CNNZmG57aDDb\nZVgfpoNq8C3OQcyRo+XIycrj/WZy7nKOvb2O9bpns14z9BuGMRI8xNgTcaSYeWW55sZhR9M+xLBZ\nT85dTPMiwbc07YI8bshpOb1tbTux6YjM92bTWZwKDGogbOmf1C2r3TQb1EPOmoGR+cr3f2iDI6+V\nzq7nLyTDkM+O43jmzWXyxUT3Gq4EsyhBd26wt/yW6xaFt0BFPiPTsCy3zk+OH3dZoxI0u6kBmqaM\nUg6Zds3hzFpqfeD6df7A9/8RVv16e7IVNKGdDsD10/s/nIOcI2OGTGR6UVgmhA7npoNycso0Tctq\ntWK5WjKM/daHIU8H9frSYSY/Cc/kZt42Hd6FUkBizmTnt96fMCZYrles10uGODCMkwXsNz1p7Ok3\nS4Z+xXrTs94e0zekyds05mmZd7NesVqeMAwTCA5xpC/nfmZoZotToJAGoOzHkHqlPSxrwwLdtlKX\navokn9HemlImGbTB0mnr1yNKHZF5yXelNs3kLVtjOG8mXBlmAWeHB9Y4UcazKP1lG1wiuQYazR7k\ny2ZKHPmctjTWJGcJUhk0kGjZNNvR+VtLfk3T8MHv/wH+1v/yl2lOOhaLa0xvCBhI2cO2ypILBEZy\nzNM7QLynaaaNXZPXZCS0gZnvWC0npV50k6t22IKPx9OGwJjzdmdqC75lr23pmqlOBtx2u3tmtTmG\nnBjjyBB7YhqJmx63XX3Jadie8BmYz+Yc9ZHj5ci8m4ZGfWzolz3rYcWtoyXRdRyvN6xW0xvLMuCD\nJ/g3PBnlHIRuV2mttR7B+ZUL2X7FwluMRbaPfpFUSVenX+KUe4VtWkyylK0MNeS1kq4Emhgjbdue\nAZC3Gq4UWMigx1raqmvaZz23i3rptEtD6U4omYWUw/I0levlGuzk5JemnRaASdCzxsa1si329uia\njn7sCcNm2ruRHENOdJ3fzmmMpBSZtdNpVUO/mV4tkD1d15JzJKWRg4MHWB13tK2n8S1t24GbJkAz\njqG8GXl7gG8IDThP00zvXCUH+jiSxg39OL2oaFp2LdR4Wv6cOM50KlfKkJznaLXhtU3PYQh0zpFT\nYog9mz4yJsgunr6LNY4DKQ947xn6/hz4W78nNhXOdcTacNNidjWgkPelG7ds68IASvsCZ1iBBiJ5\nUpacuJSgUBjJOE6nkUl9/pZiFhpBAbMDW51EWnhN36xOeVHnrMm2i+HI+5ai6fjltyWjTE/Kp2Uu\nSiNlaJppc9WwGcl5hXcdTbOgH1Zs+pGUMrN2xrSE8cYsu/eetp1WLpoQ6PuBPWA26yZ/hxzwTUtK\nmZQynoxzeXLMco6ci5zTEKZrGxbNHndOThjHgZSmg2tSns7SwPnpcJ48+Xon5wjO07kAeFbrntfv\nHhFCoI8Nm5ynN8XHaQOc85GUMo0PuCYzxvX25UuT16fVPkWn5JBT7/uQRsEa6uk2thinfoGxTs9i\nJ7Kda56cTdOcOYhXDptDCAzDcOqENQzDmb7wdmxRvxJgYVFBTd/ld229rU5nDSmsezULbQ0tNCDU\nhj16LuKiYY8upwVM+lV2GhiL0qWUeODBh7hz+zZ7ewdkAv16DXHajepdJI5rgssEP72vNOUZbUiE\n0DGOkXnTMMz3ub63x+bkLh2ebn9/OmDXBcZNPx266xu64BnGxKKDxiW8D8zaGbPGk31mrwlEB03y\n9DHhMjimg4Ydk8fmdKJXQw4NQ8zM25bVesOrN29z6/W7zBcLDq4d4n2YgMq3NE0L2RNjzzBsCG5y\nBAuhu9TwrlhiCRJWHVu6U9pYgo7Mx5rktPxryjNFFu1gVViHdPv23p8Zhsh05dCrzFVYw623Gq7E\nBKdlWa17Gm11XMsCyAbTY3w5vpTAIsGoBD3WtDq5HrJIWXT6mj0VOaz4UoG0r4Ae0sC0JEpO5HEk\nxxEfHIvZ3mSFmV48lHwzHYZLwrk0nYURPF0TSARCEwgZ9tsZ+/M9Yhrx06ERk/XyDZ7tiuVW5rbp\ncM4T40DbtTTt9CKgADiXKade+bKjlWnY4bbnXEyvAdhukguBGPPp3pSjkyX9mMD5adfpMEwb01Ii\nZcjZUV7SXN6KpoO19CzrWHZ8PRkuQ7Hkum2kh6VmrXK5XQKWZAhWuzZNcypTWeXQel3yLsAgwXIY\nhlM57jVcCbCA83ROd2z53RonWqCin7XovKx8DUZw/iAaDWzlvgQcqwNb+VmgINO10rEOeJXyeO95\n8KGHGYaenCMxjjg8nkQTMiE4Mpm2mTw/9+YLumZ69WHK2z2pDkIbmC/mHOwfTG81I+HxNG6al8iI\njuQcbrvq4fGsN9NKRtgeFOxIuBynd5htXzMQtv4Rzge8Cyy6juCnDjgmt507YXqbap72pazXa1br\nDWOMDHGgH/rTA3+DcwSmvSdxe/6DDtbQTs8HacCWACDjWe1ZGIAFCDJ/yyDK+RKZtjQm+v2lWiaY\nAEXOT1huAG81XIlhiAxybAf2Coceisi4lw1Ww2kmUXPNlo2qPTytoYsln7Y+8r613GoBY+3++97/\nAb725adYPHCAyx6X2LKISIzTuzzIk49EG1r29/bZrKclSuemVwJ617Far1ht1viZJ64y47Cehi3N\ntCnNb9+m3nhwLrJcHdE2DaN3HK86VpubrNYnrPs1w9hPfh4u4HxDP0xvKCODc35iGDhCaKet623L\nwWLBcrOatq2HluAzpOkdJKS4fdUBeDeBhc+To9jKYBalfvTwVbaRpPWSyemhhwX4Mh+9LCvbSk9O\nagMhjZScj9LgVdKU+Uj5y/N6TuZewpUBC6345ZoM2ir8/9y9W69tyXXf96vbXGvtvc/pe/PObpKh\nJJIiE11jORYpyURkwbk8OC8OEDgIYieREgRxjOghSN7yCYI8JG95yUMg2LCRwIoFKpIvCSOLCkwr\nokVKpChSlNhid58+p/dea81ZlzyMWbvHHrvWIdXdDxtdwMHZa605a9asGjXGf1xqjNHmsxxUG4Gs\nLnmKgHqzblANVS0T0+MYeUPse+p7rN6sGZBlOo8z9vbPF/fu451jt9nhGwQfcTVTSFxeFVKUzRld\nwDmpkO7DhuBFKocoiWhyzqTNhL+K1JppLVCrx63Jb7z31Cbh4rWKh6Q2QQLzGp24LAtXxyMtSCA3\nTeqY4AKx8+LmwEm5Qu+cZAr3E27NybmUQquFvMxy3B6oreCKJNJpOIKDnBeOxyPzenBKbyRrrLTr\nM1pPK5zsuozWX5/x0JvYotMRDVja0sjCet/6NTqoz45VC7S3I4rzzjCLUZDKiCn0dmpB9b16skcI\nQk9m72sk7U/FTujf9P0jouvvqD/bNiLA0TPtd5bw3/Pe93Lv7IL7m4R3jRQjy+JZcmFJE0sWL0LL\nBY9Ad6mcnkmusRz2XB727LYXTFPifHPGA/8aeEdKkZpZCbUSYsKHKGHZXgoy51I5HI444HhYWA4Z\n79Ma5uHWCmkS4NVAyg14RwxShpEqR96301ZKKeYjS27kulCWBdbN4APkuqyH5BNXhwNL44Y9Qa+T\n/d7S1ym60Gtr6cyqsJahaAFjXeffTVUa0WIXKP2zjtY8xdj+LIj7ce3O2CxGQTBwmynYxR3pZKOF\nsKhFL6Z+joafVorbf5bT9/utPtm/t0TinLs2DvZnWCRjn9GJ7nHEFoKn5YXD1UM5FlbqmqnKsZkm\namu0Jp6Nhl/zSRSpUtqAOuPaQpqk/qgcHPNInptGiLLZfXBIIuAGrtFapa4nT733K4LwayX3Vbo5\nuSc4ybkZQ1irigE4mnNM04Rf4ze8T4SwEYbkI7WKNK1Fjsw7Kj0ZcW2N2hrb3e7W/NswaUsrlvZG\nakKH9VpS2++1ymIRp6azEQ3awKnRGncXqB7DaG9Yb89ob/1Z251BFiOo3r/X3Nm+9Ih7nmI6IwRy\nKpxaw8jHTfqICOy1tVbmWc5DzIcDrz14QM6Z3XbLZrfj/hNPsD2Tknz9uTZ+QhOEJQw7ByUXwhR5\n5eVX2aQtm+0O56C1zJJFmtdSSHEjBkcHscCSqxw48w5XJZEuIawp+UQVaDXip0QMcZVs4tnwsrvX\n4+9J4LFrsGavwosXw61Ip5RKK3JYzbtAq2XddFHqn2ZRSfCSAbzhKE1iPCiN0qQiWq0QUmIBlpyJ\nG65zWYw22igl3uhaq8KM1D+NXvX66I3a0/B3Gs4537ivP6fbMka5NfX6jrxhOtbCIg2bA/SttDvD\nLHobcX77/Sl1Q0sTzWBgXP/hFGcePUvrk6N+LMLIOfOPP/c5/sVvfYEHL32b1195hVwkrV077te6\nHA1qoZbCvaef4ol3vYcn3vVu3vvCC0xn57z3gy/w5DPPcO+JJ9lstzfGMwoX7p+XZcaFxiuPLsG/\nzDNPP0GcJkCOgrtS14LEhUYhhUjyjWk7MZdC3N5nyp7khGG0KXK23XCcF3a7rcQy4JmixyNZrEoT\n12h0DR8dDk+eGyUXpimRa4Y1HV8tGYLHtVVKh0CogBNrfoqJGoIk0nESDRpx+NpEdQqSvLe1RKkN\nlwv7/ZUw4It718jCMtEeh2AjbS396fXV6HUkBPRadBuCbtoGNVJJNCOyEaT6Hq3aWJVYu1e17UPv\ng7ej3QlmMdIbexvp6/rv77bxLRy1uqVdHDuGkfS2qo8luoevvcaXvvhF/s9f+l8py4xznlobU0rk\nUiguAYXgKs2L2/Fwecnx93+Xb33ld/jSP5b8lk8+9x7uvfu9/MhPf5Yf+8xnbr1fb7ct/I4yz0QP\neTkwHxPOi+SVQsbiVfA9iCdnvGgSRB8kzd4aibnZnQGN4BoOKHlmmjZs1lOnDqlc1momBTFahmlD\nYyaXS1qrpJAIQeag1XlVRTzVSah38CBZtaSK2naKzMvCkhulFslwUQutQXMVH6V6mRhZxRVcq5Rq\nFJvI2CulN79dM4s6R3E21gBpGY6mjX69RhlW2JxCtbpfLQzhDXtMrVJvpMdR6NB1GwPydtks7gSz\nGEnrEee30t5u/MfZN+z1GnE8TrccqTijwCx97ed/9XP85q/8Csn7a0hM9NTq2HhPjQIN83yklcxS\nQY5RSeIXXCA3ePDyn/Lo1Vd4+O2XeO8LL/DEM8+w3W6Ja9x/H6c1ZrUGNIf3jZqPUM/XICrJp9kJ\nOviAa41WG84HliVTaiO3Rp6liFDMmVwqrjVSkPR2PaTY1x5R6HA1MqU1esI7apE8F6wnU12QiujF\nOYKTMyK+FxVyDeeEUfiVYaSUKHWmlLym7xODaEqRXCQmhJppLq4wXlSiGKOkE3S3j5mP1FA9j3ad\nR9K9N3tkvEdUWuTSQ7T7tf1oOnCjEllv9ho7Zs3oaq2klG6oNh1ldEbVYy7ecWqI3dhWZ+xNB0J1\njv3d+rM+bKs2jJiKJpIRFLVMI+fMb3/hC7z0T/9vPvT0OY4iqAJozdGap+CZCcyl8uhwhWuVXArH\nq4dQMzUXDsfCdivuSh8CD1/7Dv/jf/uL+BiJAd7//Z/kYz/64/zYp39qSAStVlKa2Gw8vjlaaddF\nlH3YkHxhnjOuHEnBk852UkrQF/KSr+0RrWRqzYS1LGDOC645Ah7vkANmMYBvTHhiiNRcocF2s+Xh\nw1epdaZVOZEqJ1QTfo20mpIj10wIEELEr0mFQ3C41thOAjnm+Yh3khKQ1og+IjVUq8Rd1NU96Cov\nfOiDj4196W3EMCx8180eCLM2JUub/Zld8mu66cygb2z9m7VTWU/b45Bur2zWkUUP+R69z5tpd4ZZ\nWI5voZ2W9CMEYtWQUxJEP8/2bb/TxNMXVSfQ0Yu1HI+88p3v8KXPf54pJabk2KWIc1BrYS5Vsk8T\n2YRIA8IhcpyPzMcDx3miZE/miIuiq+MDhAhUfEh4Jyn8//grv8u3v/ZVdhcXfPj7P8b5xcWNeZvn\nmUBjEyK1VJac2XpPa5W8QvsQPCElYgw0VknmM9VBaeBjoDmuU9M5H3Fe1IZKgzUHZqMRnIdaqXnG\ntTUhS4XWJLFNoxGATRT3acsFKOAaMQjTj2GtMNYayzILQnCebUzUJUtIdy2CWhq44KE5CRNv4oEB\neO8HPngrXkXD+FP00v/uzW7SkRu1X9dpoW/W3kaG0d5XH4c2pFvvXH+mRjGa7jpjsC75roroOXg7\n2p1hFtYWMbIG92YndHSdliRWZRgZv+CmHWPEMLSl+YbkqpU//Nzfh1r54RffzevP3wcXePT6zJIr\nvmba4VWurl6hlD25iZ3ClcJh/4jLwyUPHx0kbV2F41KYQiClQMKTYiSmtIZTw2GZSbXyd/+n/4Hg\nG+/5yA/wV/76z3PviScAeOWlPyEFx/nZfUpeCN6vB8cCLoFrbxBbdhKxSSssy5HmHIW4Zs1yLIug\niygHPICKcw0XHMdlZuMmaJVNWBPyekdKZ8xXB0JMa+WwBakUIDk5S2tSi1WCLAhAco7oxVVKlETA\nYfIcZ892s4FWaE2Y37EUsVMUOf0qldkr9554kj//6c/cYOqaoY/oSNshLC1ZeoPbyKGHc1ujp6Zp\ni1YsffVN34+WWyOpVTM7KunP78yhNVHfOhMa7Z230u4Ms+htZJewf+vPVtccwbPRwlt4qnXEkS3C\n9nPDTlIrZ9skORcyuJLEkr+LHJYFWuTBckYNC/v9SxzLQi2OVx9esi8HDoeZy6tZMlI12M+VbYyc\n7SaWkolrBqopSAbuGCT3ZM2ZuVa++eXf4df/t7/Dp37iJyFEvvAPP4db9pQiyXUbUHImekdpjnkN\nmHJBIh9FagVCTByPB/xmh2sJl6WYT17yijAk9Z73svFTDNcu09JT+/vAfDySi9gqQCTjlDa49aBX\n8NCaFyaFzP2UJryPxBA5LJnSKq45vGtMybMsmVbr6jFZk7n4IuOi0Url/S++yPve9/5byLKv6Sn7\nk11Pe781GGojpI6v0KjTGkM1arAeEe3e1Mfb7Xf9Wp2Srz9/lNym0/Q7yhuim+b2o41r1RH9t+Wi\nlstbxjJ6nv6u/20ZltWJa2twfoHfX0KZSZtEzpUpOVJMzEvhqaefYnfvHj56Xv7ab1ObY7/fs58l\nOrHVxnFZmEvh6pC5ooG7EA9KrpxPWwqrITDCcVloLlKpXB32/JNf/t/5/Od/g0fHmcNrr3J/tyF4\nLzkOkrzfNCValjKAOS+UXMSw6sTYuZ0mlmVmfzwQU5QDYN6RNtN6cKwChZ5gz62MhiqelpACHhlb\nrSv8b3IuxXlHKxKHUaoUOGo4Ypwk3Z/3NIfku6hFsnE5h4tBzL5lIbvAFBO5OpZlJgNLyetJ2sjH\nfvBTPP3MM0PVQm/YU5J2pAZbWnoc8u0GS2t70MxDowHbt75Xqw/d5dvjRLq6M0Izlt5t1OpbaXeG\nWegFGMFFzRysv3vEUEb3j9CGVUm6bmhVHQs1b0gp53j3j3+aMs9cvvxtHnzpt6iPHuLagg+B8/N7\nPH3xDIel8My7n+ebf/glHj16yHKcqUtl4yMPyhULGR88NR95/XDkeJzZThu208T+OHNvu8H7Ls0b\nrzx6yNU8c3VcWJYK7WsspfCh9z1N9oHgAtvoV/WmUpvHe5gCUBo+bcA5GoFcoSwVSFLUuFayK0xt\nopFp3hOnLSUX9levE+NGUEmtpBjBu7VGqsPToAp6SSFdp84LztGaHBbrG1yMm4DLeBfwAaaUWOYj\nvgrDkKxeG0JtzKv7V3wmBecqpVSeff59/NTP/EUulP1Gr5k+wKXVAEt3p+wTlgZsX9pD0ZvOT2Hj\nH/qGt4xtxNBGqrVWmaPy/lj0NNoPb7bdCWYx4qb2d/t5pD6MXGVaolg7xQiW6km3n+1YLGH5lLj/\n7vfjfODRH3+DV37//2NZZtK0YV4OskFb5cknn+Kw35Nihbamg3ewm7Y453k97Ik+SN0NJ5myW5C6\nolMQo+lSCi+/fnXNBGqTdHWwbtbW8B7xFLh1Y9BwdSF42ZBZ8l1RcdRWqA6WIoWNaZUUvYSA10Zw\nkeoczknEpaOtLk0ozZFbJjaH85LLszaJywh+PQfS1qgr/LXq4pASh6U2dpvNaqwLRO9wccI3h3cQ\nveOQM8EFYnCUMl/bimiNttZb1XYKvVaa8XdhoNffItR+rQ2Y0pLfBlZpGupSv8dB9OfP83wLBff/\ntbtUq0StvXH+Q7tJNXK4YT9TdK4TBb9jmIVezFO/jzit1tss5LJ2Cm280gs+so1YhqLHZhmM5fTO\ne+49/x7On3me6alnuXr5T7l85TtAkfDmnLl/fp+ri9e5vHqJabMRNeAw433guIhvfEqFq8ORq2Nm\napF6BceQ2E5bnHccl8xSGmkNjW5ttax7cTu6DmF9oNSK96L/++A5zgvNiRrQqhz3dj4SpoCvjXq5\npzVwk8RVhJAIIYldIoiNIOcF54IUFyqe1haqh4gXZoPDuaMgFwel9mzj4iKVDS6Zwd11Bqz15G2T\nWJPogSpnWnrm8YogkpwlsxctIx7UzpBu08zIXmHVk36N1v2tHcsKHFvAZ6Sy6uf2vJi9Xkg3xOrA\nLT2e/pvOqaE9JNZWYsc8GtNbaXeCWfRm4ylss6qBXRg7YaPF083aHvoYtCpikUf//9Szr++PkWc+\n+GGe+eCH1+8LrUrswu5DH+XsC59n///8Q+blCMGz3c4STLSfuYyeNAXYzyylcVgW7p8F0i6xzwsS\ns1EIDko+4mjM81FQRFnH4yTGo7VKrY7Q5GRp8okSKrk6XJVixqV4Wmn4ANu0gSlT6sLV/kAj4EIi\nek91iPck7eQ8iBOE4F2jNYdrUI4zHig4pmnDUpb1ODnXJQRSiLgoTKW2Jlmz3BvVwiUpcOGYFxzC\nsPb5SC3iialIPxLX0Va0UdjvDycZw+h7/ZumK8sArBpg09R1waNpBG4eDNNnP/QZEO1NsTE9Fgnp\nMWoa7nRnUXZnIvad3my7E8xCT4rl4HDaNtGbhYEj4+iIaegNbu0UvS+LMOzflplY6XMdLRki1VVc\njLz48U/y/AdeoDnPN7/yO+wPV9xbGvPxyGaTKOWIX0OhnZO0dCElaoikGPE0llJZ9ovEHVSYlzV6\nEM/VYebJ+2c4oDXwa1FCedcitUS857i/khBr52GtvZGmHS1G9sd5Db6SBDWbJLVD/bLgHKJmOPFF\nrPhA0uKtBk3vugoSqW1NckNhqYXWpM6IqCJQKjjfVqYjhtTmxIy6rhi01aCKRIjmNbO49z2qNNyI\nXtRrZ9fZ0kP/bDeiXmu98bVgsUhEG0KtDaE/U3s8OoLQ90zTdOOazkRTSjfGrEO87bgtwrD1ad5M\nuxPMYiSh+2f9e/9uJOHtgtjP+tpRf3qTa2IYPcdep/VW+7d+j/63956LJ57k5/7a3xACKYU//NpX\n+ft/75f4vS/+Bk+cb3jw+iMuLs7IBZxPfPD972e7ncSDMc9cXj3Cu0oujraId2LJRWwItZJzYLcm\nikkpiUGwVWYXqFnKDwbJngt4lixJeJvznG8nYKbkBYrUFM15FvclEtTlHfgaJG1ek/fKtZBSZMmC\nWGrt9hiHDxWouvNcgwAAIABJREFUpOaIfk2D5+Q0anNQmpQnyKWunhOoVcyYzjtJyFMko3etEhqP\nk7R9OWc++UM/wosvvnhLh+8SdmT869dpBqNV095OrWdXAbq9wbo9Nb3067X6YWml96dzc2oh2sdi\nx9rvsePuz9Z1Vd9KuxPMQrfHwcj+++OkvZ7EEccdwdAuER6neozute40y0g0PB2N8/p9veeDH/4I\nf+4zn+Xb3/gD9pd7DvOMc41YJQbh2WeeIngJkjpcefJywAXPvDhyviQGsU04cZRIOcAsLstaKtUv\nhArOr5GAOEJKlFKpdZGcFECejyyuiMoShRmUZSH5QEueeV7wTt5xipEUIpVGngs4WOY1hV9zxA4F\nnGAPXFwDu+TwV64NWrlO3uucF6Oq81IxrYoBtNtffIj4IOdO5AxLJVcJl/++j32czXZ7S0j0dbLG\nc01Ho2C8EWNorV17MUZqRac9Sye6nx5xqQ2VIQTmeb5Bf50JdbRkUYima5vlW9O+Nu6/1XZnkt/o\nZjfYCB1Y42a/rkM2e49VD/pv+vOpiE/dOlfXHN8ygJEaZQ2s9jrvPR/56PfxQ//aT3N+fs7T959m\nt0lskudsE9lMkd12yzYlgoezsx1TCGySw/t6bcRsrVDLIh4RQKKWGs5Da1WQAh5fC1RJoNvKLIFW\nrcpGbOJFKRVwknoeJ4l1QwjELtnWDVbq6kFhjQcohVwrzTl8kINiQmkOVsNqKVKFPcYo4dvOC5Or\n60lT18ilXVc0a2vltIZcI4hFUEeMgU/84A9eH9o7hej6+llPhmUanQb1Gvb1yzlfMwZNa/pZNsCr\nB07p5+mN3N2fdg9o2uzuUYt6Lb1aurUq2Vtp7u3o5K22Wuv1IEa65OM+n+jvFup4nFqi++7X989W\nyowm3v4+klCn7tcMr//2B7//e/zGP/k1vvDrv8yDVx8QQ+Rdz79H3s07cIlHjx7y8ne+g4+Bh69f\n8id/+oBSM7VVvu89z/DM/XsCP71I993unFokIKtUv9YgbeTlSF2Nn6VJHY9SxehYSyXEDY3A61eX\nzLWs+TC7lA00qrhWW8b5REMOdJXmmMu6oVcbR2tyyMw3fx2o5aPws0CkIu5hsXm49VxLh/ZV6pbg\nVk+M57jMayCU5+/8yufYqpwf1l4xWm+rXowQyEiQaBTSEULf+Dp026JLq6royEsd9t3/14ZQXYJQ\nCytNP6cMpF0NOzs7e0u6yJ1QQ0aLaCfg1CYf/f3dVJZ+rSYoi1A08rjlHh0QnF7sEXPSz+3jsQd9\n+v8vfPgjPPv8u/jOH/8R7cu/I3A0RZz3XM17gptwrEl3vWy87WZiqR5aEzVgtRWktU4HtV3HPOAq\nPkRqKasJcX1XKctxXbUcWGtyFLwPbELEOSkvUEpZyw3KORfJoiVBUrVWcX/iaRVyq8QYJNLVQ6uC\nGDx+rRUi17TVkMnqAWk03BptSpETuLVWWoVSF7GptMYHPvzha1TR7QG6jWjG0odeX0sDXf1YluUG\n4tBBVf2ztj10JNL77S7THjehUUZXOfr/mkYt3Y2Ylx6zPmD2ONXoz9ruhBpiUcDj3Kf2xfuEnope\n02pI/zyyG9jF6M/SBqWRRVy7rrS/276XHmNvVs/s13nvuXf/Pj/3V/5dPvyxf5nt2TlLkSI/u80O\n1xohRXbbNUbDB3ZnE9spcm8nhX1alcxV3keiT9DW7FW10FyVA15NMn1LKUEJzloK4KW0oA+R1qC0\nen0eRZhRz7ANbs29sTSxeuTaKDjy6ikotYqnZGlQoNsrypohrOUGWXJwyDmWtgaYLRTnKMBSq9gn\nijAqmhg4nfNMmx0f++SnrudPewj0uo/c5JbWtFS2wsVKdRsJ2p9haae3vvadUVgG0MetGYk9pKbR\nZ1dt9Lj7OHT8x8jG8WbbnVVD9CYfwXx7jeaiOsDFbt6RCtD/tmrC6H47Rt2XlQS6jQjEIpaRSrLM\nM//it/8Zf/d//u9JcUNKG/b7I688fI1XXn2NJc94FzkcZ1qrRBrnG8cmRS7OL2jVEX0gpOla5/de\nEuJeLUdKLeTc8E6MpyEEHJVAo7iwqg+O4hz7/ZFSJE9nXb2mtRZqXTjMa9btPie10WpdvR4O5xKl\nNZqrkurfNUKTwkXBBWpYbRK+qyzyAIdnzlLvZLWVUgtSlaxWfvKz/zp/4+d/gWeffXaoaoxUEr3u\no/Dp0ebUxuzej87p2fNsjlDnSOh09UBHbnZE0hFLZwjWpjFSw3t/fQwjIbbb7d4ZagjclPqn4Hu/\nTje78CP3l0UNI8Zg+7Zow0qrEaMdoZu+8FZHHr2HJkoAHwLf9/FP8tQz7+bqtVcJDqYYONtMfHst\nfhu8YxujoAEHNImWrKVKkaGgGCuV1ipzlmBvXJD0dlXuLSWvxjRPqIXohMFc1R6x2EQ9kMwU9CxX\nor9I/INrrOqEoArXnOStACpeyio2cb8utUBwuOYl2U5p1NXG4V0kV9mEta3ZumJiXmutxhj48z/5\naZ566qlbKG0U46DXx+aC0Gtgaa33ZU926vwV1vOgYzpsBXSLIvX3mlFodcO6XPUztV3CRpWOBNeb\nbXcCWZRSmn5x205Je/vdSDLb//v1/X6rx47UGPss3Zfd4Bo1fC92lRFjGUnIw37Pb/1f/4gv/qNf\n4cGrr7KUyte+8Q2WLIlsNqtXobZMyEeiD2x3O0JIROdJmzXjNY6lNKLzwijW2AbvHBnASZ4It2b9\nBkEI+0WOt+daqK1QmoSa13X8l/vD6qUQmwgrQ4lOsnU572iugqsscp6dvCzQHLU2SdoLeAdzB5rO\nUxpyJmVlLmKDlbiQ//hv/i1+7i//G+zWBL3WQ9DXwcYlWIRhPR8WUYzoq9sg+rO0oVM/QyMH/Xd/\njo0B0QFaVq21aof1sGlhpAsP9b632+1bQhZ3wmYBp5GE1f30b98L5ByFuWqVQ7vReh+nuLGWSrp/\nq9pYVeQUWuq/jRiW1a23ux2f/LF/lU/8xGfwzjElSYIbYwAaLgSmKO5NkfTrXLhGC46lZtoazxB9\nhBagSsWwGD341XNBI/koh898wHlPAcmUdV28GGLwa+Vyj2uixkxRDnoFJ4QVfZSTpNETvBxvpxVi\nP6fixXiKk+xcucFxdU2WUq5dp7UKAyuLzPu8LLTa+NjHPyElDM3ajexC1hXZm0ULFtnZ9ev0MrI/\njdbc5rjQa35K8Gka1Cij/+uIyO6N7kHRKtVo/7zZdieYhYX62ohkbRN6kSz0tBtM/38KQem+ezvF\nhEbowqomI4hp36//rmGrfm9LSP3684t7/NBPfJqziwti8Gy3kt4/xbRKosiUJkKQTFdS/9NRSyGX\nvJ4GLZS80BBJGH3AtUz0jeRZT5MWYpTCQCDp97yvOF+Ykpw8rVQ5HIagAnG4ZJyrJO+YwspYaRSk\nyBFNbBeioThaW+MHaKtdA9qa/r85R+2uViSoy/uA8xL1GacNzzz77C0Pht4Y321d9Ua0yFbTWO9H\n1yjVakl/rj2Srt2pFlFYxKDjOEYCSdOwpjVNY/r3Pt7OXEaI/c/a7oTNojfteoKbsAveWECbPLU3\ne13/26oh9vrH9QW3zxT0/0fq0QgdWeKwzRL0qWcCnN+7x7/3X/43/Mav/gMOv/YPeDVdcVyO5FyE\nQQSPa5O4LIscsgrN4aKXOAznCVMQm0JrxBTXSl7QSmUKE8d2lEQ7JRN9kMrqQa4vDSbvcU48GLRG\nrhXWoj+urpveg08rNHYeXIK2nilpkgV88oHapIQitWfwFpdwW0sPBBy+eeoa2LUCbc4v7vHsM8/e\nkL52XU4x/JEgsX/roK1OIxpF2ohfzVx0sFb/ro+xlHKd+m60uS2q1EFV+j31O2k7hXbN9mtOqfd/\n1nYnkAXcdv+ckuTauquls76u368Xe8Qw9DNOPfeUSqEJUnN3ixZ6s4Y0KzUsmrD6r4bY9598kh/+\n9M+wmbbcv7jHvSeeZLfb4mKSFHzBi72xracka6XmSnBRJLQLtAbOe7wPxBBXlSaSUmIzbWGtByKB\nEQ1HwLkon6tk1Y5eslhF74nOEVnjOgLEIJ4Mh7+ubRpW1CHnzwQ5lFLXw2Rr3VNWF2qRPBzOORqV\nSiWXTMniFXnhIx+W91QoVM/zqbUeoUFNfzYnRl8jvU5auHTGYN2cI/tCp10dr2FtKpYmtGHTMixL\nJ1oVsij9ccLqe213hlmMEIBVIfSLa93OqgS239H//e9TiKH/baPi7Fj7dSPmNoK8NmDIohp972nC\nhyeffoYXf+AHoRYClc0kqAJ1rw8eH8S4CJ7W80LIeVSke/E0yPigrYlqpKsVouOgOjyB5NcgL6Ro\nUE/f752Edjff1pwaUm3dIwFHtVUchdoWfPBEeZjYVLwYOXqt0tYkjuIa3teyjkWek6bIB1988cZ6\n2XkcrY+d0xFys4ZpPf/2tKiF+lp46biKWusN9WJEP502+nfWQNn71R4cixZOxfpYWnyz7U6oIV3/\n0y820tMeBx9H0FP3b7msRh6WaE5Fx+n/rY77OC6un6nfcyT5dL96bB3C9r8B/u2/9h/ywsc/xa/+\n7f+F/X49CeoiS5uZlwIlM+ciiXVXN2atUFdDJlVyYzgfcG0lqNV4WXKTmqWlrAV9ZiKekispBJoP\nlOZpDbyHuEmUZSYCtQZc8CQf1rIBnsO8EMJEawXHkVyaMAsirVVqK8LogEbFuYokyYEUN5RWpEZq\nLTz73HP81M/8xRtz0edwFMuiBYpeK20T02uraUBfa9dQb+DODHTT6sjIJQu3K7738XRVu9ODFRwa\nqWg6tDTzdhk34Y4gC/2CMLZEjxZUM5X+28iaPYKctg9tuDq1mTXEHEE927d9XpdAltPrz9bIZpmR\nZmwxJb7v45/go5/8ITxegq+cJ01bUS28hFNLMNS6qcN68tEFsSV4h/esx7/r6oUQw2VF7sN50bNp\n+CjXB6pUJGsSiRlAPCO49fDXes6kZErphXYapVbmkoG1BkgVNUTyXcghMZr8axScX4sgI67KUivv\ned/7eN8HPnBDPehzbI9q23X5XmMQRkJICzW9np1+NbrRAkmvY+9D055lZn1s2gsyEp7W7arvsc+3\navCbaXeCWYyafWHLoUeqinVfWb+71RFHi9Ovtf51DS21lHkcotF99zFqmNqb7tv2o59vmaNzjntP\nPMHP/jt/lfvn99nGLcGtKoNb56efJs2FnCUfRM69rwyt4Gshpsg0Teux80SKSXJ/ric7vZMapClK\nApZaCtEHWmlskmTTIkxUnyQr99q/pzIFjyOzzK8zz3vKsZDnyuFwXBlUXRPzVrxoUsSYiC7gGrhW\nqM2xVEE5f+nf/Ld4+umnbzF1+1mvm0Wheo37taO5H7kfdf+9j5zzjXoffYNqQ2inMW170IfOLMPR\nfXW3qB2nPgOi333Uz1ttd4JZjOC+bpYxaCmsN9NIV7P9WGZzqj/NreG2m/aU6nLKszLi9Bqp6GtP\nEbedg06IZ2dnnD/5FMG31R4Azok9oTaY5+U6eKq1Kmn3cdTmoTlKFe8EZca1BVczwVWpj7pKfIen\nVUerEjgVAzgc20kiR1nrl9b1RKjvKkWrzHkWI2tDkE6RUoqV9aCakwTE4GiNtTaJw4dISpHW5wmP\nx/HBF168sQ6n5luvk1XvrM1Ar3//zjIi3Y9m+hpZWOaiGYNNodf7t1GX+nlWWI4YQH++FjgjpvlW\n251gFrrpiemfT3HIEbyy0M9uNCuZLYOw0NQSzYiwel/6e93XyHU1kk6nJNupsVwTiPf8S5/6YUkM\nUxdqzdfp58QuILYIiVtoONcIQU6sxpCus3k7Gq0USW9X8xqPARI2KfaKkiutrG5TMssy08os9yH5\nNae0lWS69HdEii6vB8FylXDzsh5eK6tLtfUcHEjRolqyXFel4nvwkv37ySefvIXW9Dr0eezBXXaj\nWbuGVTl0s/SlSwrYe/qpUqs+WjrR32l60UxIGzj1vdY+0RlFV210H5pm3o52JwyccHsSNQoY+dD7\nPf1//b2Gfvp3PbmWcLQxSP+tEYZWTXS/fWy6WSZgJdkIanaD1akUaf3dLAEB/IWf/cs899738flf\n/nv8ydd/n1rkhKmnUYBWC5VGCY5IBvxaq1SS+kbn1lR1cr7DewiuSFHnNcTaBY/zlbiWLCzNiffE\nwVncsPhCLrMYK9fpcDixnTgHztO8o7SMc5KGr5S8bg4kYU6tTC2S0kZOsJZCroI6nPN88MUXefKp\np25tdv1ZS/oR3djPvY9uVNTnM/o12s5g6c8WOrbrpIWWrb6urz1VyFirx5qJaGFkk/NaZvWOs1no\njTVyG2qisIs9kvL6tz6Bj4tm08RlmdQIHYwgrX7+iAHaMVt1ZsQotE46MmABxJT40Pd/jB/40Z+g\nCt5n9U1eqwYSF7FuovYGBA7ek5uj0fVmtybHkcAu5yK1rqUMmhgdc8nkXPGEFUWIXcMB1EJrGdbQ\n89aQtP7ujWjM2tZj6q2IgXWdA+cDtdXVyAqEiZS2eO9Jabo+jm7n4JQQ6fNn109HW/Z+dKWvvrH7\n2ut10t6Qbqfogsg+2xphbah2/6w3e7/2lBDU9GJVrf4eegxvR7JeuGPMQm9SK0n15FiprydW96Wv\n6X/3PvU1doFG19o+exsZSzU01hJgVARHoyB9re7vlBvZuvfOzs75xI/8OOf3niBNE86t7+YcVdJA\n4Brk3KCu7tgqeStwTqIjnTgvHY7mI6w5NoNzpOCIQQKxpk0irkFRNVfqnKm5Seo9L4zJO0d3bjjk\n2a3W9eD5Oi68RIDS1ozhDu+TuElLEVuLaFGEEPjEJz95PS8WtZ1CGNZWodGlZgi2mLBdE73u1num\njeuahvtvVk3oG1jbMPRaazTSx2rRr6V3TUsjVeettjvFLHQbuSetNLUTMJqUvnCaAWnUoq8b3Ttq\nljGM1BHtIu1j6HB1RNSWOT3uGqsaXT/XOZ585lk++1f/fd7/4kcJweOjwPfqqiS+qZJE5lgbeV6o\nxyPL4YCrEhm5ZIH9rRVyXpiPVyz5IJ6R1ghuTXDTRLUoa0o+gQyVnGckWMtLouDmyNWTS383UUc8\njuDEZpLilhgmUpzwYWK7OyeEiRQD0VVKXjg73/If/Px/wk/+1E/dmGu7afUadGZg181u1FNooPd/\n7VJebRJWTdWMuz9HnzAdSX+bzUoznN7suLTA0ePUaHlkHH+72p2xWdiF04sxapaBnNLL9MTq/qxk\nttJa39ubVTXsPZr723u1W0xLAO2ntwxrxBQtnB7ZVz76iU9y+egR3/zalymtEIJ4IWoPmgSS94Qm\n0ZMuOGqW3JutSch2qYVau4fCUT0E51hyg+ApFcqysBb2WPNignPhOjlOjNIvTjJ21eYotV7HYNDE\n3lG9+DmoUkQopA2uZg57SbWXgue5d72b7//Yx6/T5/X3tbp5n4O+GfVveo5H9iQtte31/e8efGWf\n19GD3vw9OY5GhBrV6KjPU4KuMzx9xEGrLFotssJJP/cdY7PoLzNiDPqFrZ6mF2wUX2GRSb939J3W\n6/SGtG5NqwpYpjWyYcDNQ3KWOen7+nj6M/r3WkpptacTT2/OOXZn5/y5n/4sn/oLn+Xi7IKUJsnU\nXSu5LGx8pS17SVGHgxYpazobhyTJbUg0qHcT3kepRVLlFOnxuFDmBR8TeC/h2F4qoYcoGXhrLmsq\n/0wgExzr0fVur6g0F8Q9GuVgFc7T8KTtjjBtcN4TY2Kadvznv/hf85GPfvTGGml1z86/DXvWa6hV\nWz3vWlWwz+lNM3lrT+h9dKZiXaIaPdRamef5liqjUULvu9sgNC0+znahBZBFQm+l3QlmAdxaOLsx\ngSFDsDBQw3O9Ga3ktgxDf69tC4/T9Szj6M2qN/p5mlhGfWumaaWFZjBagp0ihB/5zGd57oWPsttu\n6DEMazJuOS/SqnhJ6rIeQIti5FyrkJUli41jlqAp5yUreIhyVNyHSAiJNG3kXEhjPdMhqkrORQKu\nfC+juK6bk8gN5yQt3zzPktmrSmaw1pB6Jk3ydpyfnfP+D3xgqDJYldKqnJYB62ZRpkV9cDsfis3D\nao3i+pn2mv5/RyDWEKn71wJMJ3bW47JC1tpk9NH4dwyygNt2AGs47JMwOsZrYZZecG3I0mqAXVhL\nHNotdUoffpyKNCLSDhm1gUtfo6UdcMPqrttIPRkxmXe//wP86E//LE88/Twrn6C1dm2XEHWirOHY\n4jVpRTJ5VyI+SG4MyVcxgY/4ICn3RI2QFH0xiErjWhM00SrBV0IQSVlbI9d+UEwMnX0dJefnGkBW\nJc6jzLOcQYlyfP4DH3qRjUrzr99xVMjYoj695n3z6nnV86ulsE2BZ+1GusBxv1dvzu4psbRg11vT\nC9w+RKbduX28I9erfjc7H29HuzNp9eCmtLe6okUCuo1iD+ymt4jDSuneRijBemT0WPszRi7P3p++\nZ33fGxLRMjfr09dwcoRm9HPtXLTW+NYffp3/7r/4j0heTqJOkyTL8c3h00aqh8VAK5LnsgDNeZZl\nfgMWrzEVPnhqcYTgOR6P1Loa6shrqv/Io0eXtAaX88JxWSi1cFgyuUJrDrfaRIKv1FKhOamKHiPT\nlEjrSdbgM5/84R/lF/7m3+I9733vSRQ1WqPRBtWM2NKPVkU0mpvn+YZBVJcW1GtrmZZmMj12pueZ\nsExglIzXemBGhnF9zQgpW6Gy2WzekrXzziCL72ZbGEG8/tlK+ZEktpLGLoK+Tl9v3ZanFmOENDSn\n17/ZQriaKYzUJMs0dR+jOdJzA/Cu976PtN1QalljpRzgqU4MjsHL5iWstUdX9eT6NChtDd/2lCyZ\nuVuTIK4YgyCPmGg+sCwz4Nd8nZV5WSgNljVFXnOsgViiluCCGEvLG0V5aJmSDzz11NP8zM/+JZ59\n7rlbatgpZKfX0qaYG11j6aojni7JbY2PU7Rhs1LZ4Cttv+jvopGypdWRABwJTS1Y7d+Po8030+4M\ns4Cb3H+0abRktveNDElwe5Nr2KghoH2uhZy9WXWp/z8aZ3+Whst6PBq29udre0TvozfNTGxWMY1y\n9N/OOXwI7O4/hXMN1yq1ltUm0PA08nIAGqUu5LpIYisn4de1iqt1WTIlrzU7mhRVTtMGXGA+ypHz\nZSniIm1it2jN4eMGiGv63pWYgZ4ir9TuLQnrGZMVedH4gU/9K3z8Bz95I/MTvLHxRmuhmb1e6960\ndLe1QPS6dzXiVA1TTWNW0ndDZV8nSxc2JkP3qd9Rr3sfm1alNL08rr3jmMVosYFbjKP/b+0OIwNQ\n/61fa3VWbWjUz9QMxHJyOw47/hFR9fHpz1YyWVhrx2qlmyVUq17pfrz3PP+BD7GfK8tSyUtbU/Sv\nnk8v0ZqtIbkvq4RlhRSIMZBiJIZAiokUEjlLDEZea6ROm+2qwkjwV1lVmdya1DVFIkaDD4SY8CuS\nmefjamCtbLY7OelaFioQ0sRf/4X/lHe9+91DVGnXQM+rXTs9F6cM4V290OdJtLvUzqcWWCPEYOlD\ne2k0OtQqiWX+VmjEGK/v6ahEoxAt4Pq7vB1Morc7wSz0Qtvv7SbW3/fvtCQduWD7RNqgFyvF7fej\ncVoYPGIi9rOFr71ZndOOxaIS+zy9KUab5QbhhUSIEw7JeylwX4ydrCHZsknA+0iKEzSPc4FW+3tI\nJTNA8mW4PudiPm2tUNqCD27NQQG1ZspyWHNrFFopwJqJiyKu1bCGmq8ZuJxzPP3cczzx5JPD9+7f\njZCdFSy2jaS5jmPo66vT/FuUpw3UXfWwXoz+DF3Q2NodLIPXaNPSlY7JsGuvbVoavWhbi91bb6bd\nCWYBp3NU2pfUE2s3Vv9fc1iNIvS1Fo2MNt6p8WhJ/72MzTI7+53tT49dG9MsKhl5d/T9mqk99/zz\nUt28rbq0a7joJblNKyQHKYTrsGyXG6EKGnDBU2OjpUbcRuIk1cXKUljmmZIXaoUQPTFKceNSG0ue\nqRRCgpQCKUSiYz1Dsp4DqYVlWQjOcVxmaq089+738J/9V794S/04xTAsyurzatcUbno4OpqwaxNj\nxHvPPM/X9KSRXVdRei5NndWqtZtnR/o6WtuYrour7RnWIK/f076zVmGtbca++ztKDYExvB8ZqKzk\n1JumM4aRaqLdT/1/HXKr+7YbfIR8rEdjJOFH7dTG7r9ZdUPrrP0a/ZyRVNUMstbK9uycnGc5oFUr\ndQ3Zxov79DhnSq44ZIPmkklpolW3prqTzFw+RvBrmn4f5Ni6FDQjZ6lDUltlyRnvpVaqc45aFmhi\nNKX1cyBQ1tIDFaSEgXO88OEP8b73f+CWtDw1r1rN7OtiacAKCL0OfcP3po2bfR51rENPVqNPmXYm\noaW57tsKB1382KoPvfUiyVpgdFXGqlf671OM5K22OxfuDdzadHrBrVfAcl24OUH6d5uvcNSnvfdx\n/Y2Mjxat6N+0OmTHYaWkfYZGG4+DsaMmMDnjQqA6twZFBTFEFvF2xCCZvp1b8144R10yza2lA5Nf\nw7QlUrM6yTXh1vgIOfRVRW25JkzxmEjsRZYM4fSNK1l0YkpQERUFWJaF555/F7vdbgivLTMfqYXa\n/amb/s3Ov0VsusKY3oCdWdhIyz7WfibE2iD0df1vm3/T0pFGIPaUrKWNUQhAH9PbZbu4M8zCMgjg\n1gaz0NJOkF2cU/3piXzcZ8tMNFOym7jfcyohr0UeFg3ZPq1Xw77riOno8ehWayWGKBsgeHKG6iXJ\njfOenCu0LJm5naM5Ca6ieWLPVFWh1IL3jbkuNAotOKhZsm5RWNZcm8f5SG2F+ZhpbU3C44Pk+WyB\nvGRC8NTqCGueDIKjLBJJ+q73vIfdbnfjnfUaasSk13jkJenXWgai0WZXBezJUOD6+/5Z2zdGNGrX\nUo9fu2H1mtr7bMDeqC9LX1oQjuj47Wh3Qg3RL2+JfSRFtRfjlJpgJYdup3RfLZ00Y7DwfiTJtUTQ\n/WokYE92iFQqAAAgAElEQVQH6nfQMNe+qx6zVk/0dfo9tRrT753nozCBVii1shQJx17mhdaEEUiO\nikKpDucTLvierX/NDC6Hy3yTkoJSGwTJl9GEwSzLItK3SJBV8HIMPi+Z1UAiyKS1NUmeJ+LFENrk\n+cHfnKfH0Uyfez3vep47A7CFd3Tfer76nPeclzo/plZz+7V9HfXa5ZxJKV2PrdOvzs6u1UQtBE8x\nPE2bVs3Ua28Fh90nb6XdGWYBY6lopbn1IOj7RvBUX2sls1VltESxaoQmsBFD08/srcPIfo3Nl2AZ\nkd0YI6NVv84acfvvFsH09vrrjyitXue8DDHi1lQ03kHwHu8CuTqCT7QmsQ8gZ0mkpqkjOHGt+ubF\nxuAdDjmx6rxkDE9xYrvd0lyDINfFkGgu0NZyijK/DtaYDK7noXE47G9s0lNqmmXYuuCPldb9O71p\n9b167nSOC+fcjZOmGmU655im6Rb66WpMf8ZIUNjUfHoc1nBt77coV//rfds99Y5RQ+yLaPhpobuV\n+HYyRqngR5Bx9Nkuem82/buFgY+zo+gzEPr6/hytm/b7u0SzTMrC09E4+m+W8Xzjq78vtgofyaVA\n26/MQJhELU2S/7dAc55piizHAxXIRVye4rmAaTNRa1tRSaM4h4sR8oIPgcl5fCmU4Cil0mIkuIl5\nXmhtzSzVGrUcCC5SW6AuhVrk/gevvCpJcgZrPDIGaqbZ57Qzm5Eg0vdpNKalsGZE3cjYM2npuda2\nDY0K+j0jdNjX0aLQ3jq9jHJxdFXXlgHQ72lVrhE9vJl2J5AF3PQC2GCVEZIYSfj+2+P6PzVplgAt\nzNVEpPsb9dOvtYQ9Upn6dR326mdb6WIRxaiv/iyLOi5ffyRFiDpzqh1uO1yr1xIypoCP8TrPb8+R\n6bwEZ0m/TkoMVnA+ipfEr6HfasyblNhME9E7Wi04KrX06mQN7xq1ZVotpJDwSJ2Th689kCPs6r0t\nQ+xrovM8aBqyrkq99qe8S7ppg6I2MmqEolXCTrPTNF27XvX6WoE1QjeWodlj8HYO7D2WDjXz0/e8\n2XZnkIWVkjB2Y1qjl+aaVrL3RYXbmbf0M3QbGRNPQTlrPLKoRxOVJlBrm+jfWwZh4fd30zv7vZq5\nddj90jf/gMklIp7NNIGXfkuW06HLnFdm1djvr8TAWaWuR9qcM23POR73VOB4zAQvasp8PErm7ZWJ\nbKfE1XEmThuWJRNDA7eGkQdHdhXvgCY2jpACtEJpEecCtWS++fU/4OWXv8PFxcWtNbNzYOG4nktt\nlNQCRmexau2NCM0utTuKWJblus9lWYPRFGKIMd6oRGYlvGVY8AbS1OPtTE8bPDWz0n1bFXa0H/oc\n6Oe+45DFqQnuvwM3uK3+33LoUzqhNfjoxej/aybT79FS/5QHxjITy+RGxNT/tp+taqNT2luppJ9r\nJUhrjePxSAxpDfFu0MA7zzLPhOCua4r0dHjRB4JPcnYDT6NxzJm6VjgPwTEvC4d5wXnPsqxGxJRo\nOKJ3kuzGiz0ihEAMgYZsiugcrYq7tltQPQW3xm+8/NK3efWVV2+hSf2vv6tmsnZN9PWaFmycglYp\ntIvUOXcj54Re6840NHO3hlG7vn0dtT3FvodWpSxN6rW1qoY1aut99HYhizvBLDRnHUE2y4U1RNNN\nT7Y19J2SQKfGYxHICAXYe3r/Gt7aceiw3RE01WPtv1kGYyMb7Zgt83r90UNcK6Tg1ihNx3w8MqUo\n3ozWOK5h3IfDDA1KWSi1EVMQlcQ7luXInBf2hwNzlkxZBce02RBTWo+KwXazJfrANiV2UyR52UC7\nzQZHgOaR2CxPLYWSF/DCPEIQ78lL3/4TgFu2B/1emsk+zujbP+uN3RGXVt1065u9/2/VTq3WdLWj\nf6eNjJYx2Cze1ls2Qrp2jS1z1N/rd9I0845CFlZCWLhlYbndyCPp3fsBhpxa20Z6G0lrK1X6M/Xv\nWne2UmM05lOMRD9fq0Q6MtAatrQ6pqULiAT6yu/+LgnJoVmdZPHeTRvONluCD5ydnTGd7SBGNlOi\n1SPeV3ZnO2LaMm02zJev0vIlrh7wvrHbJjmO7uCwzFwdDyzOkVuFBq41/Fr5fIqJ6Dx5XjjbSB3W\ne2dnay6LyMX2DB88eHAhcDjs+Wdf+M0bzHUUw2DXf0QvfS67emHVPw3lR5GRWurruh59zXvTNqeO\nAk5tUktbGtmMVI0+FosiRnNgmaJ937fS7oTNYiQ1rGTQE2X93CMmY+/VG2z0WV//uGdqOKvvs6nP\net/aVqG5f39HrXPqBe/9aF3WBnzp+7WtQr9za5VvfePrkvLfS32PGD2lZHyWw1vHw0zzEvWQpkRd\nMj4ljvs9LojuXvEsRQyUzidyaWw2iVIywcvBMoKnTVvJ3B09rWZCCyylEL3nfHfGvBR2uzNqzcSU\nqHlhyYVDKYQQAcdhXvjaV758aw3s5tFzZZlln4/j8XgjuYy2I/V+tI3gcWtg7V/63v5dSumGdLeq\nxuOaRhujphnVCIHo763Qsde/mXYnkIXVR61ksFJZf2fdi/033Szk1JM62vwjiNevt9Z3K8l1vxru\n9qYZxSnbxylbi4WkNh7AzpNzjtcevMaX//kXJUFNq2xigCpxEXiJrmw1c293xsXujNqkjoh3Ae8i\nLEWIZClS99R5OUGaC+Wwp+VMLoWHl3uij+x2F6TNGa0Wznb32Gw23Lu44P7FOffOd2w3ibOzDbWJ\nt8SvpQ7dGn8RVg/MH//RN3nw4MENJKU3uWbUFkX0NRll19YGSW3w1FJYS+L+u+5bJ7axzLurTXoN\ntArSP9vCP9YVOvLU2Pe0glUzo36tPnL/VtudYBbAjcUa6WRwk6nAWLXQm1tfN8rebSXIKYZkx2eN\nR/qZvU/NDKy1WsPiEdfXY9Ip+B5nxLJQvDOlhw9f4/UH3wEghjd07xgCS17IZaG1yv6wp9QMzuHj\nRF4WsSW0yvE4M897Yohs0kStlc0UiWkirp6QTQgc9kfy8SBjx612D6i14BxyPiQmanNcXFxwXGYc\nlXk+ErwnpQ2tFg7HmeO88PJ3vnNj/TsN2DUaoUptMOyfe+sVzzsj0IzIeiO6/UGjih6dqRGMZmQW\nhY7UAXssvrV26zi7ZWqWzjTz0m3EoN6OdieYRX9xvcGsFNEb2nJdC/tH31uJ1O/vzTIYy7Xt9yPI\np9UOzWS0S0y/a/99xOA6c9MSp0ukUb5H3Z8myocPHnD56LU1tBpBFFXCr2MMTJsNZ7stMXhqOa6H\nxcSzEXxgWRam4AghraqMnBfxaaI0Cd0upeKcJ6YNh/0VMUa22y1LzgTXiNGz5Jlps4G2ptRrcHF2\nhgtBGJQThFPKQgxwtb/kq1/58g1mqQ2NI7itN69mtnaT6rUYMWKrBizLcmMdRomUtSq4LMstr55F\nIlaltfStaWZk5LR/699HCPrtYBh3glmcWjA7yXA7zPeUGjBCCaMF1E0v4CmjkGVM+loLlVu7ebKw\n32tT4vXv7GbQxK8JVFvfraqj329ZFv7oG19nOVyy3SQpIlQzMTg2U6QVJHNWTbgQOL+4R0yeAEg+\nm0KKUtdjSoIqaJ5NTCyHA9SF4B3RN3ZnG1J0PHH/Hq+99oB5mZmmQEiR0uDsfId3jicuzlbGMknG\n8Xyk1EypmTnPFAqXxwNLg//jb/8SX//a126hOrt5rOqnVQGNNKxHa8R0NZro92vVUzd9hN05R0rp\n+n9gaEAfqQMWKWpjqX1H/V7fC9I89cw30+4EsxgxAAvh9Aa1G01f39spRjAylOlrTxGiXXCNBKwK\non/rhDeSfNYgatUrDXH7vRo6a8KxfQGUnHn4ysukEDnMM8E7dtstc/MsLhDWcxu73WZVRY4s85Ht\nFFiWTIpC/POSxYCJuDUbjuY82+2Ow+HAdpLaIZspUPJC8o4YohhCl4XkIw6pMbIslSfv3WOX0tpX\nY7vZUGnM80ItlbNNwgMPXn6Vr/7eV4aGRb0umjY0aujrrZmNphVrqBxtSP0sm+LAFhLSrm+N8Kzn\nzCJYLUQsMhxdq9fcIlSL0nU/b7XdCWYBtyel/68nwS66nhyrm52CXacWS49DMwP7vf486nf0Lnqs\nVk2yB4Q00VjpoRnHKWmjxzbPMy//6UvUUilVktUcDweohUpj2mzZJEdrmZIXgoclZyqO3XbDYZZ6\nIjEGNpsdOK5LG+IDcxa9e7OZCK5xzIU0RdK0pdaFw/EAwOXVJSU3kk+ktGFZZo7LwpQkYW+tchL2\n4uKM7UYOowXXCN7xpS/+cx49fHhr3bSKodFg/95uVque9Ot67Y++Nv3vfnoWbtfx6M2m4jvFwK1a\nowWIpaFT9g64jcD1Wmv15nHxI2+l3SlmAbcZhZ6E3kbfaYKw3Hz0HN0sY7Cw7tSm1P1ZorDIR49b\nE+XIOKXvt5Kjf3cKEen3uHz9EQ9e+hOWXIjB0VoB79jtNiQqwRcgU/OBlCIxeKZpYp4P7A9XEpYN\nNBy5LJJ30wdKaWx2O5Yl43zkeJxZlgOb6Mi1EDeQHcQpUp3nbHfGZpo4zjOeyjRFqs8QPbvtjtaA\n5sQjUj3JQS2FY3H8xq/9Gv/vF37zRq6JPhdaxdOh2Zrha++H9nr0vqydTK9xXyt4I6+FpjsdJq7X\nTxtJ9Wdth9JJgPWztXAYIW49JktrmulpuntHuU5hvGEt5x3pqxY+Wlg/8q5Yguh96WahpL7PXqMJ\n0N6jrfJaCloJ1Jv1tuh37/9bBqOlqWYkOWeW4xWbFPBhoiJlAa4Oe2htPSzmSWni/GzH5f5Ia1Ca\nBGSF4Jg2iWkKXB6OLLngfJR7G5xtN9SyENNEXsRFl4IH53CusZmkaFBtkGshTYm02ZBLwSPJf72H\nFOV8SPTAWrIwBEkEvN1MfPPrf3htp9GbWDNonaZutKZ6jrtU7330cx99jbSa19dsWZYb3or+TK1q\nWg+G3rQjg+opJDxCJJbGrBCy/dnr3452Z5iFfaERMtCTYifC2gqsZB49q2/s0cKN0MtIzdAE3Nso\n94DOZWGfN4rcs0Rlc2HYOevfaUPpt775DV7502/LoajSyLnifSB4Ty6Zy8PCnAtLaTx8dMlut2O7\n3eBaYb9/HZ+SbCAam23k/GJD8JXNlEitUrMEWKUYpSRiqSy54molAIfDAecqSzmy5Jl5ObI/HIgx\ncr49I5FwLXDMwOqvudjtePT6AVrj4t49lpL5p7/+azciMPVG6GqEng8L4fXx/27Y7OvQ565/7q5R\nTWt9jbu7U6+5luRws4jxCPn2Zt3qpzb6iL46U9PXj/aEHuPb0e4Ms9CLafVHLeX7Nfp6OB2wcoq7\n2s35OOYyapZp2d+s6mIXXSOeU4Y5i2hGkFTDVi0tQc6EhBjYHw4S8BQiV4cjPkgNUdcrjbnGZgoc\n9pfi9nOSjbu1ynGVuqUUSnNyoKz1GIqCd4FjrmLXmDZrTEaR8yFBUum1KmdGWmuEGFnywuEgDGG7\n2XKx2zJFv2bbKmw3iZgmaJVNSrz+4JWhh0Mz9NZuB1zpNRjB/t70POr6Ibo5565PmZ5y3fZ5sq5e\nzXCsajCydVg6snRqPV/2Gf23UyUk3my7M8wCuMWxT12jF2qEKKxLyS5sb51I+t99gjWD0oRkGZJu\n9reRdb1fp8fVmaItbqN/731o6afHPFLhAI5XlzhgShO0RsmFFALzstBqoy6V43FhfzxwebUHHGfb\nCWhM03Qdf7EsGQfM83FlIkWYiBfXKBRojeNhz3YzAXWtOubX8x+ZKUZarbSaca3gQ2Q7JZZ5Ty0F\nORjioTU80Ephf5jl+DtvIIgR0tPzaulAb2yNuvT86TWx9UgtjYxsQ5Yp6PUa1fvQYxghTb3hR8Z8\n+/79uVrQ9nFZofpW2p1gFhZVjJreuHpi9EbRXPqUHtefpyW+HoNlAja0147J9mcJcMSgdH/6KHMf\njyaoUfyEtuzrseh5qLXyx1//Gu240IojeZiCg9rwbcFHTyuiSvjaoDVS9Bz2V6RpIqXEcT6y2Uzg\nPdNG4iTwgeMsZ0Zqg6v9nlrhiSeeZHd2Tkg74vY+l5dXvPbgFfb7K5yP5NxwzbEcZo5LJXmP84Ep\nTWxS4OJczos459hNiYuzc2IM5AqvHw688vLLN2ikb7LH2W90xa6OTHqtD01P2qWq3ap6s3ovdUT6\nMx7nfbPSXbvO9W/9Gdbtrem2qz2WzixNPS4kwDKZN9vuBLMY2Sssd9fXaj1RG5L0pNu+9XcjpmSR\nA9xc0P55xBi05BmhkJGnRr9D/9t6OSwy0s8cMVUrNV9/9GjtF0KQDE5n2wnnk5QbjB4Ca8lC2VD7\nqyuWJXM8HmmtsOTM2W5LLQvb7UbeywWcW70RzbFLieNxoVXHMs/MhytwjvOL+4SUSElyP9TWJO1e\njMzzQs6ZaS1YNNfC2cU5KSUpl+g9ISSmacNSHYf9flh/Q294eCNJjVYp+txYQWJRpZ7/fo22QWhv\nhqVXvT5WfbBCTdPzSPBZwaBRiVbHLBPQ49a09Y5iFnYirX73uN/67/2fXUi4bWw6tfn1b/q5Vuqc\ngr+nFq9LFnugR6MWS0ha3dBQVaONU2PpbdlfclwWiZQsmVILS81AIcWJ0iTFXYqB7WaDd45pe8Yy\nZ5acmXNhfzxwdfk6lTXydFVRQFQGauFwXNZap42aM7iId34tehy4vJo5ZgnxzkXmaTMlamvsjwtL\nqZJyrzV224lcESZx2FNzZgqeb37zm8M51/OsEVdfL2v76d/p5DW69ehJ/Qx9TN5KeW1v6t/3Prz3\n114cqx7ptR4hBy2E7LWaAfY5sIJS0+rbwSjgjjALO3nWSt2blfz6u1MSt0N9/Vk/V0v93p/+36o2\n323iNZTsG9tKg77g9uizhcU2dXwf5yhIyP4P8J1vf0vOfFDZbSZcgErhOulMgSU35lwprXB1OFKW\nAi2wLBUvXlDwUGvmcDxIQeT5gPMOcDjv2aREyY391Z7oA4fLByzzTK6Ow3Eh10opmcNxZp4P5Hwg\nl5nmPHHacHZ2xr17F/iYyM0zTYk5L+BgyQsF+OpXvszhcLieH62edYnb18umC+j/NHPu5zfselna\ngTdOCms02H/XfXSmYoOidN9a2I1UKEt/I8aoGaJ+jh2fft7b0e4EsxjBbf2b3siWIZzawHrirdHJ\nPlfHQFgo2Pvqv2mIafsYQVmtXvSmGcWpsWgUpRmWHqMmuJH6shyPLFkiEa+ORw77I606LrZbcB7v\nIyFMpOA5HI5MmyQHwzqBV8m4fZwPOCd1SZ2Di7OdJLZpDdcah3kh54W0GiO3my1pmuTg2RqJ2Wjs\nznZUt65lLavh09GalE10tdFapfkIPnC1ZuTCe1761h+xrDaDPjfaKGzXzebGHMVAaPrRdKTv1Wto\n0eFI5dVociTd9dqOjKWn1BX7WTOB0fVW8Lwd7U4wC80R9YazkGo0kZrL9r56swR0ihnZPu2idGk+\nyshsN6/VVS1UturVCDlZ24WGxfY9bMhx/62sgU+ewHlKpORJSdSD/7+9M+9xI2fy9MMzUyq733ln\nv/83Wyx2dufu9+i2XVJm8to/KJajoii3p90LFAYKoCBVHswUGYz4xcFgrQXvwBlHTYlaoAGXy5Vm\nKjZYjOsrTn/6cObDuhJjIMYVFxaa7TuohxCJywljHd5bjtLNnJoPai3kfcM5SwyOPe3s+4Y3/Tem\n44CaSce1b11YK96vNHw3EW4bDVlnMVT++Z/+Nz///PNUYQyhOQs1Si1+TxtLyD8Eua71qtvWPpCZ\nSSQrZ8n7JJ+M83JcZ4JsRvr59/hqhrh/D70LYSFtOe3cHOfhrcd/HBvXaMkq2561p9uW5+X1+hmS\nYWcbuujn68GSdqdmII2C9O+YCaDxjrKdUgr5SFjj+h4cVJ7WSCmFvVWePj4Rg2NdV2rlVqTXUltf\n3GUNnE9nUm5Y10Ov27bRcoKaqa2Q0k4uhW27ct0PamukUsi1EnzAO0PJmct1o5RMrYngDZbKGiM+\nLFjrMQa8cZTjwBlLM90J6r2nlcy6LOxHAt6aoTLcLCf9EOwyTXxM4NGXOgohUazmT+89zjnCLVFN\n9r8s6iv9Jhq1zHhRPn/8/y2Eq+/Vimvmn9PX/V56F8Ji0L0JLc/dQx/wFjnMNJA8N47pCS39COMa\naV9qVDNI+170QOvJPq7RGYbyPunR1/BZO/CkEKml9LqWtO4wDJ7tyLhWMabx+Xrhul1vCVCBECLL\nEvHWQesOyL5jmScdle264Z2jNLhen2k1kxs0Kmvsa0as6QilYrhsG8b23ImG4bx4DIVWE85anred\nkg9q7Q7MVhrGBM7LiVYbcdj/9E2d077xt7/+bdrfEk3JPtTV0aS5qcf9HrKV5ocOZ4+xmBWykTwg\n31OjCI1KZgJCmqES6WhfiNzk6J5T/0foXQkLDaNmf/K6GfKYoRB5D7x1Os2QwSz5S7al4/O6LQ11\nRzszWCk10rhnfEoYPSsoO+6VTGmMYd83ai19f1MDuYJ3vaiNaRZKxdrC8/MvWHPgTYMCJTWcMbR8\nwG0jIGMaIUZO64I1UK1jS92XcKTEflvV6pyBkgmurxrFWLx3OO+7oCkV4wIVgw8R5zymAQ2eL1dq\nrRwpszpPORKX65WnxfUandcr23b9ippuDs3R/9LBOfryXuRM5l9IVCtRmSzOq3MdpJNZ9r0UOHJ8\ndBhT8tg94THzZ0neGohG8qDmHYlaZHu/l96FsJhNAHgLs8cxee23bDF9zz0hM3sPfXwWkx//6xCW\nvO5bEn0GUSWTf8tUkUyvK2ADHEfCmI4sKoCxL/t+lFwoubGeV9bTcsuOLKR0YK3tGZ/GY5qh1UqM\nlpoPLtcNbDdrwHBaPME7gjOUmkhpp9ZCCJGSK8dxkHPi2DdKhRAW9lzIFY50dBTSegR2WSKtVYL3\nL2gk+r6AbVkWTM1cnp9fhIKMCMmJMSavXDMiP0e0RCKN0Z4cAylwdGnDwROttTcFcKRw0pNeCg35\n3pqndZV3/V6DNNLUiFXz/Y/SuxAW8NYE0ZBuhhi+NRnlhNbXywmnz8tP7VidSX0J++TzvjVw99qS\nzK7ta903swSur+9dSMdBbTckQcF5hzEja7R0je8sT09POGu4XvruY1jDcRzU0jDNEr2lpgNqIqeD\nkhLW9N3I0rFDK0BlWQKXrbfRhUMhBE8pjZP3eNsRRW1gfWBdFuINrTjTcKZyXjytHpRyy8eouQub\nlKjG8h//9u+v+kmPnSyZJ53SUohKVDD6TwoeOSHHWOkanLrkoWxrxofyPeUYan4Y5/Rv04hC87I+\n9i3B8SP0LoSFlLLw2lmnJ8W4XkMsLT3lhJ0JBt2Z0jcgNbhkEsmY0o7Uzx2fetC17Tl7X/lsyQwy\nEqP9GG9MtWb49OsvGAz1tldpz/XoYcHgevo3KXH5coEK//jxIx/WE0vwvcams+QGOcN2VEJc+8bA\naaNVSEfitK5Ao5VMrb0MvgkB6y2lZeCglYOcEq5VgnU9rOoc59OKa5WSD86nM+u6EoLnuh94Wzkv\n8VahKxAsLN7zt7/+hW3b3tS20GHv4as4juOlxJ32Bc0UxOh3vXJU8ppOsLpnCmskIsdcohb5nG8p\nR/kneV76VDSSuoegfy+9G2Gh48baNLlncnwLeciOnWngcQ28hqGStJCQ76y/a7tQtiXNi9co4PWg\na60zPqVz7V7eycsnjcvz842B+mY/qTQWb4nBsgZPq31JeV9G3u/BGJYl0KiUVomu70xmLZR2g/FY\nnDWs4ZaVWlsvrhMXjHPUVnHesK4LtVTWdcV5352ex8G2b7RWyUeCVnhaT7fd0iy5Nj48nQGDs90p\ne6REKtBq4/r85Y2Q1HkPg2RUZJgdOrtXKiQtdGW/GmOmy9b1uM744h4SkE50XZNVntPvM+6VKQPD\nn6WT9WR7f4Qp8i6ExYxm0Gs2KN+SnrPJL9uWnaqFzqw9eY2GkdpZNt5XvseMIbUw+hZzwdtq3/r3\nDS3z7//8f6GWHt0w3Zy47BljHHtplGY5cmONfdXoQSaePKUl9nSQSgJT8WFhXT/cGBqCMzjbi+K0\n1liWFecD3hqsNcS4QLXU1HDNYUzf47SZHro9rytH6qnkzbi+4aHp2xaeFn/bjqCyHzu1Gs7rGW8c\n+57Yni9crxdyzpRSXkrfyb7VZsFsTPSYjQxb6cSWCkwKJe3YvDcJNRqemQVy4o9rtC9sxhPjuVr4\nyWfOUhB+lN6FsJghBzmJ9XU6ZDnOSaEi29CafFw/rvmvdKjecEYPqPbCS8bUzs/xHjLkNY7NahbA\nVy2k+2Q8u7VGLYVj38BYjpzJpVKbodXGdmTKEFbWY52/mROQSsY5TwweZ80tM3Pn2K+cF0/0DhoY\nKrRKzge1JJxpGCqtFGzLBANPMRJ8wMHNROlLvz8/P+OsAWs5n05Yayil0m4RjeD6JkYYiwXOMbLE\nheg9l8uFYz/e+CJk30mkNrTuGBMpMHSoVKM1rTTkNfI4vN2sW5skGm3IMRvPn4XAx3jPEKTmL0kD\nRcm++SMExrsRFvB2kmuhIKXx7P5BOuykYerMbJmFqrSdK0kfn2mRe9pfh7X05r+67Vpfr36U8FOi\nrZf8glr59OsvxBA5revX1aIYrAFn+/4h69K3IUwp462hlsr1csXSl4n3JC1DKpXL9XgxU05rpORb\nhqgBY/ueJBZwxpJTxjQorVEqONMXstV8sMaANbWvWWm8LFN3zvVFasGTbtGWp/XEvh+UnNlT5tj3\nXkxHadAZOpR9JvtW2vYzgS+3OhxjqX1e2nGufQRjnLTDW/PcuEdnn8r7ZLm+mfNVIiL5PlLZzBLN\nfg+9C2GhQ4WDpDaG++aDdCbNJLv8PpPeUvNooaH/H1pNmyHartSMo7WL/A3aX6NNEHhduGUwkITU\no93WGtfnZ/7yr/9CrRlr+9qL6C1rdLgQicuCsZZGIIYV2xwtw7HnngvRKtfLM871sGGMsfs9jp6y\n/VbVXBkAABmXSURBVHzJpGLB9HL+FUNJfdf1voCsgLOUXFiCw4f4UkznFLtzM/heFfzIGUzjcr0S\nvCWVTC07H84r221zn5QLy7Jy/fyJX3755SUsKqtW6QiVhuPju+al0bfymAxdjrGRn+Oa0eeStFmk\nlcg9HtXjqdGEfP8Z6tHHNf/8EfQuhIX0ZusJp7Xttzrz3v/fgnEyM1MXXdWdLyGuhoLjd8yEiIaK\n97SIFHrjvM7ulG3o/hnn9+3K5ctnjLOknLjuPcHKOIMPnlq5mRTlZSJH71hiJMbQHZZhuS0ZX1hC\nJHhHue0whnG9pP9x4J0neI8L/brWDM75234gkZJ7mb6xp2rJhe3oKeCXy5XoPaVU4m3hmTHw09OZ\nIx23DZctMfaUdANcnr+8/F69SZDsZ+1j0E5Oqa3lsSGEpGDQ2ns8+54pMEOZksckyXul4LiHXGco\nQvOcfof/Vg5ObeMPkhNdow45kX9roKQAktJ2MI+e1Bp93AvNyufNtMgMXXxLcM3MK8nIUmhINKbD\ny5fLhf36jHXuVvBm6Sgh9cxHZyDXijeNmhN7SqTa8HHpyVPxtljM99wIrLsVqon4eOo+BbpZ02pj\nv24YEwnxRPCeNcZu7phKrgZjIKXMkbt5QSk8rQu1tr5XqjXU1gVFHwMDrdGwbKmX4TtyxlrPzz//\n/KpvdD/LXed1QpT2C0jFIFO4R+RD2v7jOq3Ffyvsqfl0hmK0mSCRiUbNWvnN0KX8zfrYj5D/7Uv+\n/5O0w3THSeitO2o2sWfQ61sTW09gyVRauEgG1F7xmSCSz5cTXD5XahMJXWfmjBSc43r5Oa75y3/+\nBxwb9TbBUiqU2gguYEtlDR5rIaf9tnOYoTRDSQfOB1JK5FLBG2ou0CrG9oK8tWaOvGMqWN/rXpzP\nP+Es5FLZU8H7XkX82HtNCmsD+15YQ2DPBWc9JVfG5kJHrhw5YaynlIy14F3o31sjNzitK3//9Im/\n/uUvr4S4ta9rU4yxmYWYre1mVQjhzThqc0P3ueRBOb46LC/fa3yXvCvfTSvGGe9ox/g9/p0hbc1f\nP0rvBlnAW2eknDSzKIbOW5B234zktVqj6M7WC8fkhB8kNb+e3MPJJO/T6EEjKc3c8hr5u6VJJPtk\nmHPX5y/UksC4XpqfnjB1pIPoHTklDAZMX1reV6U2YnAYa3E+ELyjlUJO+9dszFr4cjk4rRHn+zKz\n/eg1MzpVPj6dacbSjKFhCM6xHwcl70B7QR3eW4K1HPtOqZVc+rL56D219MQx2zp6cc71qE7OXL58\nedWPOjo0TARt3o1rxnoKOQay72VIVlc408hPC3/Nv1L5yOM6PV8jWMln2uQdzxrXjtob+j3kb9N8\n9nvp3SAL3Rnalhuf3xIGMyg2aGaezKTxuFZDe6kpNMSdCTUJDzXqkBpwNqCzgR+ki9GOdqSm/Jf/\n9T+hdE2+tULwlgY0Y0klEYPnmjINw17BxYhtBWsarey0Qi9iEyzJRry3XNOOc5YPT+tNMzc8hSNV\nbDtotUdCrvtGsZ7FiIlGXxdSm+HYd5bouVx3QogcpeFbppjIl+uGNZboF/YjY0yvwfH58pnoHNXB\nv/6ff3rFN6Of5HiMCt0y7KjH797Y6zUnw6ehtf7MDBgoQp6/h3Q1L0iek4JG84fmJa2s9POk8vpR\nehfIAl7D+VkoSkOw2eQf7cyuH9/l/TOkoe+RCEELDz04M9Qg0Y/8jfcE4kzTyD9jzF0hM/7PpVJy\nhmZwpodEqaWvGG29VJ13PROzt9XXc9TaF3/FGDsaiQtLXMD0AjRrDKTbZsA9VwL+/KdeZPe6J4x1\nnNfu00i5p4A77+nJWoEGHLlvG7AEh/cObw1bKi/vF33frT36gDG9P0IIrDESQ4BaXpUqlAu5hoDI\nNxQij48xk+bGGB/Jf2MMZrkTs3GTYyfDrvIaOY6STwYSlKjmtwTMDGFrxSUF2SAdEv499C6Qxb2J\nrUlDOnmP1CByYkqaIRjZtnzuzOSYwTuNdHQ74zny2WNAtTdfvue936cRiGx3tPHLz/9GjJGUAW4C\nylocXTuUUoje4F24vT9k6/DO0ZaVUirWebb9wPtepyJ4i/OeGCufn684+v6ptQGt8PHpfCvIW28R\nkIZ1wyRwHLlijGMJfcvD2mC/XthLN2ec9RhveL5eCabXzViWM9fj6DU8jaO0zJfPn99M8qHVh4kh\n+9Ja+2rPkYHKtOAeCEKaCaP/x7XSeTrjUS3wZ8hwZlIMs0mihPGp29F1M+6l/2sfxVh2/yP0LpDF\nrGN1B8yEBLx1UMp79LUzr/Mg6VzU7yKFkH7ncV5rnZkg0drlW6hmhnrkxNAw+GsWaOXTX38GKj5A\nrQeldW1uSiX6vttXyY1z9OR0YOi5FKl05ou2M0aMC6VZcukmzH7sOGv46emECws+LDgXMMaz7TuG\nSs5XlmD7NojAEno+RV8B2x2Y+bboLISFcww403MynHF8OD1hjMe7wL5fcaax+Hjb2axwvVxe+kpv\n+yg1tiRrvy4OG30ZQniFSuDtJkTSBJGCSKPLmUCY8ZVEmoNvNG/cU2jjcyRwzfhHt6cRx4/SuxAW\nepLpDtB+gtmknQ3abx2XAknvTyrbHt9nz5KDLGPv8pnyvYdHXsNHmRCmkYXO/ZAaQsNnYwyt9BJ3\nxlpccITQBUmMgVZLz10IfRtBWu1mChCDo2GxrpeQW2KEVnC+V80KPmBt4EiFxTtyqlyvO1jXU8at\n75PQWXIu9H1OK9fLRs6ZfbvinMX5iLshmlIKS1w4rQt76fUhgrd924JcaM0QnePIBW/NzbypbzSq\n5hsdKZLI857TcWZ2SB4c5/WE1uhPjovkM4kcNBod7er30kpyvP+3FN9sY6o/gt6FsNCQfRz7lrNw\n0LdCQjMfgpTG0gyQdqWe6OMe2d69eLl+hkQZ47iswiQh4wxqjmskA89Q1tdJAcf1uVemykdvwxhK\nacBtlehxK7OfUi+/Z13PZTj6ClPnPd47jnTFmIahEHyg5kraD6iFI2X+/I//g9NpZVkixliC+5qj\nkHPCWIv3lpwT3vYJGYPDWkOuPU3cO892HBjTV8Oa1thLxTmLNRZvHUcqBO+JIeD5WhVrjL92Qo69\nOqTDUY6Z7GspoLWmnmnsGRqU4zdzimqzQiuA8b/cs0Q+S/OSHHd9jUbBM4Hze+ldCAut/TVcG9fo\nHAh4uzBMXq+P34NtMwaY0fCyj3vkYA9NJ02FMXhSowztMdDFDImM9qVWlMdmzDPO7duGN7Ad+22Z\ndyA4izcFY/vqT28b+74TY8A5y/W6U0sXYt330NO1je0JVZiePbkuJ55OJ2rJxBC4Pn+ipIw1gK9k\nDlKr1Hrwpw99Y2TrPDH2fU5LKaTcF43VnHqFrVaByrbvUAvPz5/B9PUopWRKzr3YTmuUBta4V31w\nHMc010GPkeQh/Tcm6W9FPSR/zp4nBY82A+T/9/hNm08zfpRjP7tG84cWHj9C70JYDJoNFMzDS4Nm\nyEJCRXgN1TV6mAmZWe6FHOzR3sy7LqGnNlfkO98TXDrWrs0THZrTgtYY0/MmTM+a7FWx6fUuMb18\nHfSMzloorfHhw1P3MZjbdget4p0n5V6lu92cYxVItVJaj2aspzPL+YnWGl+eP1MpWAvNRa57wnlP\ncLZvWbgsrLddyEIIpNwRQq+N4XvRHWtZ40JrhdYqS4xUKrnWjiqs7RXEU3rpY5kLISt6az6ZbTw0\n+nMG4eU1UkmN8dNmc+9j9wrJjPHQCmGYopKnx/3yHs0nEsFoxKERsBYmfwSyeDfREKmJx7GZxpXS\nWWvVe5NHt6GhoGScWehVtzWeLR1es/eaVX3WWkELiZnAnDHZ+F9D08vzM0cBHx22OkqrN21uev2I\nBs1Aq5noHPHkOcqBi2eCa30yx5V0HKyxb2noref5cqG5wPVIrNFhfeiFcTA0Guf13J1vrUddXIik\nlPCuV/7etivOGUyr7HtffVprxXlHzpVaWt/dnUYwAIXaCtH30K5pfan7vh999enT05tcGJkdKbW0\nTHCSDmGN1ODtLuqyLamp79XlHPeNsdem9OALzXvj/tmY6rHW/D3Oa1NEI88fpXeBLLRDRjMBzMNI\n2gac2Ynj+yzaoTtSmg168uqJrkNos7yLmZDSv0kPsH73Gc1gbD8G23alNkNOveJ2iAHnu3Py2A5q\nLjgfWU8fyLVvFPTxfKbkg+fnCyUd5GODWjHcnJCACQvWWdZ1xRiHd5ZWGzllqJCPStoywTqcDdB6\nnc6GwdsuUryPYjLa27Lzg/3IhOCwzmDoOSK1VFbv2I+t77uautP2aV1eLemX4znCp7I/ZT7FOCed\nzDM+0ElbM4Ul+UL7nLTZIpWJHD/5/R5akfygeUsKIG2Oz5TXj9K7EBb3OkD+UP2D5QSVyEIKD9nh\n2nM+jo37tFNIT0QNV6UHG94iAylMNDSUjKrfW/aHfo+ZLSyZpJTKdr1imsE0T6uNRuNIByUVFu8p\nBbyxLN5jrXup+O2c57TEnm6dEpbW9/NocKTM6XTCe493Bu8M+5GopWJuVcOXEFiCv218DOa2eVAt\nhXzLFoUGrWKAbT/oC8bA4Pn8vN0EimPP3cy47lvfi6RVnk7LbU8SeFYp31qja+H/tX++mhghhJfz\nwyE6+nOM97h2jKVEkZIv7znHJd+9MRUnAmGmJLUQkL9H54po4Snb/iPo3QiLmf0Fb1HGvQmlJbUM\nQ80GcDDWzJEqYeogbUrMJrQ0T+S145x0qkmBJR2nkuQ1g/QqyFfvUSu//v1vGBql1b4F4ZFZYqSR\nOY6d0xLxt82HTqePPTkqZYIxnM8fWNcnPjw98XQ69SxPA6fTE3s6uG470TaiD1yeL2ACp9MJ6wLW\neXKrQCIGKHWn1USIlrg4rIX9SCzLGR/Wm3Ba8K7vKbKEvlva9Xrh42ntK1xDABfBWL5cPrP6Ci3z\nfHl+meS11peJLyf16KtxTIab5YTSpogcwxmSnY2tHF+JkqVQ0W3M0IK8Tp6bTfx7ZsVMuf4RJgi8\nE2EBb0NYeqJpBDCD4fA2kiI1vWxHR1UGSQmvj8PcTyB/g2ZEzRQzuKiZXP4m2cZM87y63lo+//J3\nfPDkeruutV6L0/dl4LRMbY1922itsKfUHZel4nykth5m3VNh2694Z3CmYGomOPqGP5cLwQeWZWXb\nM6b1SEUuhRg8tSachUZHUV+er8QQCWG5LRqr5JJJOZFK7TU3tr2HSn3kekvw2lJPS7euOz4NsKVE\nE9Wu5Hho6K/7VGp5ySfW9ixPaUpK3tFmhGxPI2GJjmfjpCe+5CXJU3rMdSRFt6357l705kfoXQiL\nmQSFt4M6rp0hBtnRcgGRbB/mS5H1hJ4Jk7sTdGJCzf5gvqpw9rvk+9xjpllflZz7Xh4Ynta1OxCt\nozYDxnI+d79Duy0NzylhnSXESKqw7TsNw5H6wq8lBlLeObZnjOnVwZfgOT89EYLvGxnROJ3O0ApP\nT08U4LptlNoopXHsidNpxdlebCeljHOG07pSsJRW8c5xvuVqRB8otdFu5fZKbRgsn68bn5+7P+Z6\n3V6NkY5+6AiS7C+JGOV19+poav6QJB3ccqy+Fc6XkbTBj/JaqRT1vVoAyO8S8Wr0MosY/h56F9GQ\nQbqTfguqzexEaULIjMrhn7hn1gySzHXPS62h6T1oODziUqDotuRvmv3OGTLR9RrG++SS+fWvf+3J\nWNZhTWPbM9E7iqmc17XnTjRYggXr+NPygVQN4cPC5Xohes8//OkjJWcKnvUceP7yGW9cT7mmEteF\n0gy//P3vxBB6yJS+zLyUHtF43nY+rE84H/n85UKpldZ66LMcezeVcs/wPIdegbzWhnGeJTque8L7\njpBo4GwvruNp/Oe//UvPv1ATbviVRtJbzvnFRNFbEg7S0arBJ3IZueRLKVxGvozkF1m7QvO2DH1r\n00fyokYyGu3Ke2Z8qNucCZ/fQ+9CWGh7UfsGxiSf+RjgdYeMiSPrZMrnjOtlZ8/WBIxrpMNMD6rU\nEnKAJYq5pwHGeR0fn/WF7A8ZjnuTP1IrJR2EsJBLJtfKEh0YhzWVPddeLNf2ytneml67AUsviOXx\nceHLl19x1mIcbMdByono+87mLkTqLfx5Oj9hgLisXC87p2XhyAYDlNqriu/Hc3dSWkPF4WmkvPff\nYg0GQ6PSSmWJC5c9gXNsx8HZOWgV5wOkQimVanqBYXvLaRgaVC4CGyaF3mlMCgT4Kii0ErkXmfgW\nAtY8K8dc3nNPoHwLwUpHvM7jkM+YKS1txvwIvUszRP4vj2kIKTWr1BByL0t4bXrM0Mu3BloKp5mg\nGtfpku36meM9NXKRguYeqtKCU7Ynj6eUuHz+BesszluM91yOxHZsNHoNzZxbL8DrF6w7A7ZnWtJY\nreX48gnvoFL59ddfyDkRg+P8dMbHQG0FZwJriPhgOZ0jxkJcP3LZC7U5jI2cTk84dysSbGHxlZYv\nXLdnvAHbKq0lYnSYmym0HQnv+2T3tudrRGuxrcJtu4HQCp8+/crnz59fFaWR4xpCeJUgJbMzx6cc\nH73MXSNBjSjHeA/SDks5OaWQ0rkdcqy1Uhn3SmE286Xpe2aK9B7f/lfpXSCLQcOG1EJCfkqaoQd4\nG1vW2nwMwEwgyXtmGkK+z9Bish2t/WVi1tAqv4VU5Hnpn9EmjH6nWir52HqylHNs14Q1fU/T1ugl\n/k9ntpRYwkIrua8hqQVrHCFCOQzG9U2DsJZWEi6ewFRK6/UwaX21ac5XLtuBMxZLz8Is7bYPSLOU\nkjhK6X4U09ecRNPDp9d9p7bGUTaM8XgDS/QcpWAs1KNScyXEiPOOv10+dWTjHfvl+WWCv5hgN5ND\nC917ofgxNtp3dQ/ZaZ7Q4ySfJ0m/z4yvZ0JK863O65F8OZ4rhZZ+hz+C3gWykBJ8wEc9WSVjyD+t\n+bUWkJMYXhdmlSSdizqBRg6YHBBtdozz9+LfevBnmkv+r80W+X6SoWrtuQs59exGYxzPW19E5ryn\nNaAWgvNcLless7325dGjDl0oHXx5/oyxBu8j+1GIPrIsZ6LvxXVPywLW98lcC6kUtn3j+fIF6xzc\nivFG5/G2v0+4OTNPy8oa+mrTnAvreiaEHn2xFlo9eN6vlFpw1rAsK0/ryn4ctLzz03np4c+WKfn1\nCt/W2kv4+VsrO8dnCOEVotBjJXlPh+Dl5L7Hx3J8JJqU467RqvZjaR6WwkALvdGuFDpy7mgk83vp\nXQiLQRKSzwZmBs3H/9KzrQWNHCCdnCX3wpSJN/pe+Y7yGXoQtHd8XDsrUiIFyTg+y/vQgm34b14h\nI2PYto2aruAaS4g4B6kkUk6UZviyb7hgofQQaDitdHdkxscFFyPNeb5crthmMW7F2BUXPuCM5bJt\nYAw5b1yPC6dluW0p0KAeLD4QXOibGRt6SneppGMnH4nPnz5DPsTy9F77M6WEdZHoeiHfkhvnZWXP\nlWANBtuX27vW0U5rtPralyT9VeOY7Gv5qRPpdPk9OcHlRkXwusDvIM2X8vp77zJTAAN13rtemiKz\naIlMD5AC6o+okgXvRFjMhIDU9LOBuYc6dKxcT0x4LQDk0nLp3dbPgNfaSQqz0ea93yI1gyb93jMt\nNMspGO/2ekfxSrpuvZYmFe8MxjbCEoDWnYmlUmuDeiv2Wis+BPb9mVwyxkKIkSNv+BA4SuLL9QvX\nfYfS8MbiXOC8rGzbhreWj6cT3q+knAlLoFlDwXKUgjWV0xLANJboaMb0alql/4ZTDNB6JmiplRh6\nklZrX029S8rdvKk9b+TXT7++QXXj++h/uRHT6GONOsa52eKv8ak3lJIbG2lenKFhndwl79Pmki7w\nrPl3jPcMWch3maUa/BH0LoSFzjm4pyUkzTS7FDL6uH7eDE7KSW2MefGqj2u1BhpaSb6z/i3jHWcO\nTB0e0+8005LynPas5+Og1kb0DtMyR+qp1j0T02JbIeeejt1/p8GZ0Pf9AJzrxW1a7fUrnLOc1xMx\nBIyxOL9AM1jnwXqe1hVnXM+FaACG58tzF1q18OG8cqTCfmSg9fwJ+raGtVWgb87sfU/WatazHRu1\nHBxHr5K17T31O5iKN+BswNS+1cDov2FW6FCqHGstZOWE07wmx0ErGmmeaJrxq0QD954/2tMTXTtO\nR3v62ZrX7/2uH6V3ISz04OhzusP0eXiLLuR5DUMlepHH5ICNdxqTXKKRURRWL1zTyOVeLF2+sxQ4\nkqFmtrdmCv2ML59+hbz3iMfiCC4Q3YJrPey5rCc+fnjCWMP1ODgthlI3rDEEf8LSC/ye1xM//fQR\n2wrBGtp+EOyJJZxoBPJxdGejXfiwfuCnD3/myAfGNKL3HNsOtfLpy4UQI8YFXFjxceHItSdblfRS\nEzRYy7YnynFgsfhocQHi7e/D0kO9fXVqr/25bdtLP2ltPPpqjONAGTIn4t6k1f0LvGlXHtN+LMmT\n98buHv9K3hzvfU+43VMo8vvsPX6EzB/RyIMe9KD//vQukMWDHvSg908PYfGgBz3ou+ghLB70oAd9\nFz2ExYMe9KDvooeweNCDHvRd9BAWD3rQg76LHsLiQQ960HfRQ1g86EEP+i56CIsHPehB30UPYfGg\nBz3ou+ghLB70oAd9Fz2ExYMe9KDvooeweNCDHvRd9BAWD3rQg76LHsLiQQ960HfRQ1g86EEP+i56\nCIsHPehB30UPYfGgBz3ou+ghLB70oAd9Fz2ExYMe9KDvooeweNCDHvRd9BAWD3rQg76LHsLiQQ96\n0HfR/wNoV7/gaNB/cwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LWTisYLQM1aM",
        "colab_type": "code",
        "outputId": "33f5f89e-1ded-4009-8713-ec3e070f2d92",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1329
        }
      },
      "source": [
        "import tensorflow as tf\n",
        "import keras_preprocessing\n",
        "from keras_preprocessing import image\n",
        "from keras_preprocessing.image import ImageDataGenerator\n",
        "\n",
        "TRAINING_DIR = \"/tmp/rps/\"\n",
        "training_datagen = ImageDataGenerator(\n",
        "      rescale = 1./255,\n",
        "\t  rotation_range=40,\n",
        "      width_shift_range=0.2,\n",
        "      height_shift_range=0.2,\n",
        "      shear_range=0.2,\n",
        "      zoom_range=0.2,\n",
        "      horizontal_flip=True,\n",
        "      fill_mode='nearest')\n",
        "\n",
        "VALIDATION_DIR = \"/tmp/rps-test-set/\"\n",
        "validation_datagen = ImageDataGenerator(rescale = 1./255)\n",
        "\n",
        "train_generator = training_datagen.flow_from_directory(\n",
        "\tTRAINING_DIR,\n",
        "\ttarget_size=(150,150),\n",
        "\tclass_mode='categorical'\n",
        ")\n",
        "\n",
        "validation_generator = validation_datagen.flow_from_directory(\n",
        "\tVALIDATION_DIR,\n",
        "\ttarget_size=(150,150),\n",
        "\tclass_mode='categorical'\n",
        ")\n",
        "\n",
        "model = tf.keras.models.Sequential([\n",
        "    # Note the input shape is the desired size of the image 150x150 with 3 bytes color\n",
        "    # This is the first convolution\n",
        "    tf.keras.layers.Conv2D(64, (3,3), activation='relu', input_shape=(150, 150, 3)),\n",
        "    tf.keras.layers.MaxPooling2D(2, 2),\n",
        "    # The second convolution\n",
        "    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n",
        "    tf.keras.layers.MaxPooling2D(2,2),\n",
        "    # The third convolution\n",
        "    tf.keras.layers.Conv2D(128, (3,3), activation='relu'),\n",
        "    tf.keras.layers.MaxPooling2D(2,2),\n",
        "    # The fourth convolution\n",
        "    tf.keras.layers.Conv2D(128, (3,3), activation='relu'),\n",
        "    tf.keras.layers.MaxPooling2D(2,2),\n",
        "    # Flatten the results to feed into a DNN\n",
        "    tf.keras.layers.Flatten(),\n",
        "    tf.keras.layers.Dropout(0.5),\n",
        "    # 512 neuron hidden layer\n",
        "    tf.keras.layers.Dense(512, activation='relu'),\n",
        "    tf.keras.layers.Dense(3, activation='softmax')\n",
        "])\n",
        "\n",
        "\n",
        "model.summary()\n",
        "\n",
        "model.compile(loss = 'categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "\n",
        "history = model.fit_generator(train_generator, epochs=25, validation_data = validation_generator, verbose = 1)\n",
        "\n",
        "model.save(\"rps.h5\")\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING: Logging before flag parsing goes to stderr.\n",
            "W0615 15:36:54.560322 139667451201408 deprecation.py:506] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Call initializer instance with the dtype argument instead of passing it to the constructor\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Found 2520 images belonging to 3 classes.\n",
            "Found 372 images belonging to 3 classes.\n",
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d (Conv2D)              (None, 148, 148, 64)      1792      \n",
            "_________________________________________________________________\n",
            "max_pooling2d (MaxPooling2D) (None, 74, 74, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_1 (Conv2D)            (None, 72, 72, 64)        36928     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_1 (MaxPooling2 (None, 36, 36, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_2 (Conv2D)            (None, 34, 34, 128)       73856     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_2 (MaxPooling2 (None, 17, 17, 128)       0         \n",
            "_________________________________________________________________\n",
            "conv2d_3 (Conv2D)            (None, 15, 15, 128)       147584    \n",
            "_________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2 (None, 7, 7, 128)         0         \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 6272)              0         \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 6272)              0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 512)               3211776   \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 3)                 1539      \n",
            "=================================================================\n",
            "Total params: 3,473,475\n",
            "Trainable params: 3,473,475\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "Epoch 1/25\n",
            "79/79 [==============================] - 28s 358ms/step - loss: 1.2081 - acc: 0.3869 - val_loss: 0.9303 - val_acc: 0.5941\n",
            "Epoch 2/25\n",
            "79/79 [==============================] - 26s 323ms/step - loss: 0.8647 - acc: 0.5933 - val_loss: 0.4262 - val_acc: 0.7957\n",
            "Epoch 3/25\n",
            "79/79 [==============================] - 26s 327ms/step - loss: 0.5571 - acc: 0.7734 - val_loss: 0.2205 - val_acc: 0.9167\n",
            "Epoch 4/25\n",
            "79/79 [==============================] - 25s 321ms/step - loss: 0.3741 - acc: 0.8524 - val_loss: 0.0408 - val_acc: 0.9866\n",
            "Epoch 5/25\n",
            "79/79 [==============================] - 26s 329ms/step - loss: 0.2975 - acc: 0.8921 - val_loss: 0.0937 - val_acc: 0.9597\n",
            "Epoch 6/25\n",
            "79/79 [==============================] - 26s 326ms/step - loss: 0.2323 - acc: 0.9143 - val_loss: 0.0435 - val_acc: 0.9758\n",
            "Epoch 7/25\n",
            "79/79 [==============================] - 25s 320ms/step - loss: 0.2135 - acc: 0.9254 - val_loss: 0.0713 - val_acc: 0.9704\n",
            "Epoch 8/25\n",
            "79/79 [==============================] - 25s 322ms/step - loss: 0.1582 - acc: 0.9464 - val_loss: 0.0850 - val_acc: 0.9462\n",
            "Epoch 9/25\n",
            "79/79 [==============================] - 25s 321ms/step - loss: 0.1284 - acc: 0.9540 - val_loss: 0.0480 - val_acc: 0.9624\n",
            "Epoch 10/25\n",
            "79/79 [==============================] - 26s 325ms/step - loss: 0.1721 - acc: 0.9433 - val_loss: 0.1322 - val_acc: 0.9382\n",
            "Epoch 11/25\n",
            "79/79 [==============================] - 25s 321ms/step - loss: 0.1228 - acc: 0.9567 - val_loss: 0.0437 - val_acc: 0.9651\n",
            "Epoch 12/25\n",
            "79/79 [==============================] - 26s 326ms/step - loss: 0.1451 - acc: 0.9540 - val_loss: 0.2035 - val_acc: 0.9382\n",
            "Epoch 13/25\n",
            "79/79 [==============================] - 25s 321ms/step - loss: 0.1039 - acc: 0.9627 - val_loss: 0.1409 - val_acc: 0.9462\n",
            "Epoch 14/25\n",
            "79/79 [==============================] - 25s 323ms/step - loss: 0.1016 - acc: 0.9671 - val_loss: 0.0801 - val_acc: 0.9704\n",
            "Epoch 15/25\n",
            "79/79 [==============================] - 25s 319ms/step - loss: 0.1160 - acc: 0.9667 - val_loss: 0.0102 - val_acc: 1.0000\n",
            "Epoch 16/25\n",
            "79/79 [==============================] - 26s 324ms/step - loss: 0.0824 - acc: 0.9742 - val_loss: 0.0659 - val_acc: 0.9677\n",
            "Epoch 17/25\n",
            "79/79 [==============================] - 25s 320ms/step - loss: 0.0860 - acc: 0.9734 - val_loss: 0.0766 - val_acc: 0.9704\n",
            "Epoch 18/25\n",
            "79/79 [==============================] - 26s 326ms/step - loss: 0.1021 - acc: 0.9754 - val_loss: 0.0387 - val_acc: 0.9785\n",
            "Epoch 19/25\n",
            "24/79 [========>.....................] - ETA: 13s - loss: 0.0999 - acc: 0.9661"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aeTRVCr6aosw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "acc = history.history['acc']\n",
        "val_acc = history.history['val_acc']\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs = range(len(acc))\n",
        "\n",
        "plt.plot(epochs, acc, 'r', label='Training accuracy')\n",
        "plt.plot(epochs, val_acc, 'b', label='Validation accuracy')\n",
        "plt.title('Training and validation accuracy')\n",
        "plt.legend(loc=0)\n",
        "plt.figure()\n",
        "\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZABJp7T3VLCU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "from google.colab import files\n",
        "from keras.preprocessing import image\n",
        "\n",
        "uploaded = files.upload()\n",
        "\n",
        "for fn in uploaded.keys():\n",
        " \n",
        "  # predicting images\n",
        "  path = fn\n",
        "  img = image.load_img(path, target_size=(150, 150))\n",
        "  x = image.img_to_array(img)\n",
        "  x = np.expand_dims(x, axis=0)\n",
        "\n",
        "  images = np.vstack([x])\n",
        "  classes = model.predict(images, batch_size=10)\n",
        "  print(fn)\n",
        "  print(classes)"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}